{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 概述"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## matplotlib的三层api"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "用Artist对象在画布(canvas)上绘制(Render)图形\n",
    "\n",
    "matplotlib.backend_bases.FigureCanvas 代表了绘图区，所有的图像都是在绘图区完成的。(类似于一块面板）\n",
    "\n",
    "matplotlib.backend_bases.Renderer 代表了渲染器，可以近似理解为画笔，控制如何在 FigureCanvas 上画图。\n",
    "\n",
    "matplotlib.artist.Artist 代表了具体的图表组件，即调用了Renderer的接口在Canvas上作图。\n",
    "\n",
    "我们主要学的就是最后一个"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Artist的分类"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Artist有两种类型：\n",
    "\n",
    "primitive是基本要素.它包含一些我们要在绘图区作图用到的标准图形对象，如曲线Line2D，文字text，矩形Rectangle，图像image等。\n",
    "\n",
    "container是容器.即用来装基本要素的地方，包括图形figure、坐标系Axes和坐标轴Axis。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## matplotlib标准用法"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "创建一个Figure实例\n",
    "\n",
    "使用Figure实例创建一个或者多个Axes或Subplot实例\n",
    "\n",
    "使用Axes实例的辅助方法来创建primitive\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-18T02:27:53.602818Z",
     "start_time": "2020-12-18T02:27:52.595918Z"
    }
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-18T03:00:04.202452Z",
     "start_time": "2020-12-18T03:00:03.921585Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x29a8e1a41c0>]"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAewAAAFlCAYAAAApldtwAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAABY30lEQVR4nO3dd3hUVf7H8feZVEJCIJUSAoSE3hOSUMUOWBBFpStVUNEt7ur2VVd/7rrrWlAxNEEEbCgI2EWRkoQEqaGFECChJCGk15k5vz8SXcQggUzmzky+r+eZh8zcm3u+HpN85t459xyltUYIIYQQjs1kdAFCCCGEuDwJbCGEEMIJSGALIYQQTkACWwghhHACEthCCCGEE5DAFkIIIZyAu9EF/JKgoCDdsWNHo8sQQggh7CI1NTVPax1c1zaHDuyOHTuSkpJidBlCCCGEXSiljl9qm1wSF0IIIZyATQJbKbVEKZWjlNp3ie1KKfWyUipdKbVHKTXAFu0KIYQQTYWtzrDfBEb+wvZRQFTtYzbwuo3aFUIIIZoEm3yGrbXerJTq+Au7jAGW65qJyxOVUi2VUm201qdt0b5wfFprCsqqySmuJL+0ikqzhUqzlYpqC2aLxsvDhJe7G17uJpp5uhHk60WInxfNvRx6mIUQQtiNvf4atgNOXvA8q/a1nwW2Umo2NWfhhIeH26U4YTv5pVUcOF3EkbPFpOeWkJ5Twsn8cnKLK6myWK/4eM093Qj19yYiqDmdQ3yJDPYlKtSPbq398PZwa4T/AiGEcEz2CmxVx2t1LhOmtU4AEgBiYmJkKTEHprXmaG4pycfyST1+np0nznMsr/TH7X7e7kSF+BLXKYDgFl6E+HkT4udFYHNPvDzc8K49q/ZwU1SZrVRUW6k0WyitspBXXElOcSU5xRWcKawgI7eUzYfzfgx9DzdFz7b+RHdoRXSHVsRHBBLQ3NOorhBCiEZnr8DOAtpf8DwMOGWntoUNlVdZ2J6Rx6aDuWw6lEPW+XIAApt7MqBDK+6JaU+fMH+iQnwJ9vNCqbreq10ds8XKifwyDp8tYdfJAnYeP8+KxOMs3nIMpaBvWEuu7RrCiK7B9G7nj8lku7aFcFTTp09n/fr1hISEsG9fneN+fyIoKAiZ38J+MjMzycvLs8mxlK3Ww679DHu91rpXHdtuAR4GRgNxwMta69jLHTMmJkbLfdjGqzJb2Xw4l3W7T/FF2lnKqy0083BjSGQQI7oGMyQyiI6BPjYN5yupbd+pQr47nMemQznszipAa2jj783tfdtyW9+29GzbwpDahLCHzZs34+vry9SpU+sV2DExMTK/hR1daX8rpVK11jF1bbPJGbZSahUwAghSSmUBfwM8ALTWC4CN1IR1OlAGTLNFu6Jx7csuZGXyCTbsOU1heTUtfTy4c0A7RvZqTWynALzcjf8M2dPdxIDwVgwIb8WjN0RxrqSSbw/nsmHPaRZvOcYbmzPoHNycOweEce/A9gT5ehldshA2NXz4cDIzM40uA4BKs4W0U0WcLarEz9udXm398ffxMLosl2GrUeITLrNdAw/Zoi3RuCqqLazfc5oVicfZdbIAbw8TN/dszZh+bRkaGYynu2PPtRPo68WdA8K4c0AY50ur2LjvNGt3neL5zw7x4peHGdmrDZPjwontFCBn3aLJSEhIICEhAYDc3FybHz+/tIr5X6fzXupJiivMP77uZlJc1y2EX9/QhR5tW9i83abGZpfEG4NcEref/NIqlm3LZNn2TArKqokIbs7kuA7cNSDMJd4hp+eU8HbScd5PzaK4wky31n7MHdGZW3q3wd3Nsd+ECHE5mZmZ3HrrrYZcEt90MIffvrebwvJqbu3ThlG9WhPWyoeCsmq2pOexKvkEJZVm5l0XySPXRTW5sSUOd0lcOK/sgnIWfZfB6uSTlFdbuKF7CNOHdmJQRKBLnYFGhvjyt9t68vubu7FudzaLvjvGo6t38fxnh3hgeAR3x7SX28SEuEJvbc/kr+v20611C1bNiqdra7+fbB8aFcTcazrz94/38+KXRzhytoT/3tvP4a/UOSoJ7CYqp6iCV75OZ/WOE2gNt/dry5xrOtMl1O/y3+zEmnm6ce/AcO6Obs9XB3N47Zt0/rJ2Py99lc686yKZEBsuf0yEqIe3k47zl7X7uaF7CK9MGEAzz7rf8Pr7ePDCPX3p3saPZzceRKN5ZcIA3JrYmbYtSGA3MQVlVbz+7VGWbcvEbNHcO7A9c0d0JqyVj9Gl2ZXJpLixRyg3dA8h6Vg+L3xxmL+t28/C7zL41Q1dGNu/nfxBEU5hwoQJfPPNN+Tl5REWFsaTTz7JjBkzGrXNTQdz+MtH+7iuWwivT47G4zIfKymlmD28Myal+MeGA7TxP8Bfbu3RqDW6IgnsJqLKbGXZtkxe/voIJZVmxvRty69v7EKHwOZGl2YopRTxEYG8MzuezUfyeP6zgzz23m4SNh/lL7f2YFhUncvSCuEwVq1aZdf2TuaX8cjq7+nepgXzJ/a/bFhfaOawCLLOl7N4yzH6hPkzpl+7RqzU9UhgNwGbDubw9Po0MvJKuaZLMH8Y3Y1urWXE5oWUUlzTJZhhkUF8su8M//z0IFMWJ3Njj1D+fEv3Jv/GRgiombxo3qrvUcCCydH4eF55hPzplu7syy7kj2v20r99K8IDm9bVvYaQD+tc2PFzpUxbmsy0N3cAsPT+gSybHith/QtMJsUtfdrw+a+H87ubu7I1PY8bX9jMvz49SHmVxejyhDDUG5sz2HWygGfG9qZ9wNUFrYebiRfH98OkFI+9txur1XHvVHI0EtguqNpi5fVvjnLTfzezI/M8fxrdnU9/NZxru4UYXZrT8PZw46FrI9n02Ahu7dOG1745yk0vfsvmw7a/h1UIZ3A0t4SXvjzCLb3bcFvftg06VlgrH/5yaw+SM/NZmXzCRhW6PglsF7PrZAG3vbKFf356kGu7hvDVb69h1vAIGfl8lUJbePPCvf1YPTseD5OJqUuS+fU7uzhXUml0aULYjdaav67dh7eHib/f3tMmx7w7JoxBEYH869OD5MnvU73IX3EXUVFt4R/r0xj72lYKyqpJmBLNginRhLbwNro0lxAfEcjGR4fxyPVRrN9zihte+JaPd8v6NaJp+HTfGbamn+Oxm7sS7Geb6X2VUjx9R0/Kqiz85/NDNjmmq5PAdgF7sgq49ZUtLNpyjElx4Xzxm+Hc1LO10WW5HG8PN35zYxc2PjKM8MDmzFv1PQ+v3Mn50iqjSxOi0VSaLTz7yQG6hvoxMTbcpseODPFj6qCOrN5xkrRTRTY9tiuSwHZi1RYrL3xxmLGvbaOkwszy6bH8447e+Hk7/1Sijiwq1I8P5gzisZu68Nn+M9z04ma+PnjW6LKEaBQrEk9wMr+cP97SvVGm8X30+ihaeHvwz08P2vzYrkYC20kdP1fKuNe38fJXRxjTty2f/Xo4w7vIPcP24u5m4uHrovjooSEE+Hgy/c0U/vLRPiqqZSS5cB0llWZe3ZTOkMhArmmkvy/+Ph48dG1nvj2cS2LGuUZpw1VIYDuhtbuyueXlLRzLK+W1SQN44d5++DeTs2oj9Gzrz7p5Q5g5tBNvJR7njle3kp5TbHRZQtjE0i3HyC+t4nc3d2vUdqYO6khoCy/+/dkhHHlBKqNJYDuR0kozv3tvN4+u3kW31n5sfHQYo3u3MbqsJs/L3Y0/39qDpdMGkltcya2vbGF18gn5wyOcWlFFNYu2HOOG7iH0a9+yUdvy9nDj4WsjSTl+nq3pcpZ9KRLYTiI9p5gxr27l/Z1ZPHJdJKtnxze5+b8d3bVdQ/jk0WHEdAjgiTV7+fU7uyirMl/+G4VwQMu3ZVJYXs2j13exS3v3DGxP6xbevPTVYbu054wksJ3A+j2nuH3+VgrKqnh7Rhy/uamrrOHsoEJaeLN8eiy/vbELa3efYuyr28jILTG6LCGuSGmlmcVbjnFt12B6h/nbpU0vdzfmXBPBjszzJMln2XWSv/oOrMps5cmP9/PwypqJ9tfPG8bgyCCjyxKXYTIp5l0fxfLpseSWVHL7/K18uu+00WUJUW+rkk9wvqyah6+Lsmu742PDCfL15NVvjtq1XWchge2gcosrmbQokaVbM5k+pBOrZ8fT2l8mQXEmw6KCWT9vKJ1DfJmzYifPfXIQi8ybLBxcldnK4i3HiOsUQHSHVnZt29vDjWlDOrH5cC77sgvt2rYzkMB2QPuyCxkzfwt7swt5eUJ//npbjytawk44jrYtm/HuA/FMjAtnwbdHmbU8haKKaqPLEuKS1u0+xenCCuaM6GxI+5PjO+Dr5U7C5gxD2ndkkgIOZt3uU4xbsA2A9+cM5vYGTrIvjOfl7sazY3vzjzt6sflwLmNf3SqfawuHpLVm0XcZdA31Y4RB8zr4N/Ng/MD2bNh7mqzzZYbU4KgksB2E1ap5/rODPLLqe3q19Wftw0Pp1c4+gz2EfUyO78CKmXGcL6tmzKtbZeUv4XC+O5LHwTPFzBzWCaWUYXVMH9oJgDe3ZhpWgyOSwHYAFdUWHl61k1c3HWX8wPasnBVvswn2hWOJjwhk7UNDaNeyGdPe3MGKxONGlyTEjxZtOUawnxe39zP2yl7bls24pXcbVu84SbF8hPQjCWyD5RZXcm9CIp/sO8OfRnfn/+7sLUthurj2AT68P3cww6OC+PNH+3h6fZoMRhOGO3y2mM2Hc7lvUAe83N2MLoeZwzpRUmnm3ZQso0txGJIMBjp8tpg7Xt3K4TPFLJgczazhEYZehhL24+vlzsKpMdw/uCOLtxzjgbdSZZIVYailWzPxcjcxMa6D0aUA0CesJQM7tuLNbcfkDW0tmwS2UmqkUuqQUipdKfVEHdtHKKUKlVK7ah9/tUW7zmxbeh53vbaNaouVdx8YxM2yHGaT4+5m4u+39+Tvt/Xg64NnufeNRHKLK40uSzRB50urWLMzi7H92xHQ3NPocn40fUgnTuaX8+UBWQ0PbBDYSik34FVgFNADmKCU6lHHrt9prfvVPp5qaLvObO2ubO5bmkyblt589NAQu80kJBzT/UM6sXBqDEdyirnzdRlBLuxv1Y4TVJqtTBvSyehSfuLGHqG0a9mMpVuPGV2KQ7DFGXYskK61ztBaVwGrgTE2OK7L0VqTsPkoj67exYDwVrw3ZzBtWzYzuizhAK7vHsqqWfGUVlq46/Vt7Dxx3uiShBP59NNP6dq1K5GRkTz33HNX9L3VFitvbT/OkMhAurb2a6QKr467m4mpgzqQmJHPgdNFRpdjOFsEdjvg5AXPs2pfu9ggpdRupdQnSqmelzqYUmq2UipFKZWSm+s6t71YrZqn1qfx7MaD3NK7Dcumx8qSmOIn+oe34oO5g/Hz9mDiwkS+TJPLgOLyLBYLDz30EJ988glpaWmsWrWKtLS0en//5/vPcrqwgvsHO9bZ9Q/uHdgebw+TnGVjm8Cua5TUxSMEdgIdtNZ9gVeAjy51MK11gtY6RmsdExxszI37tlZltvKrd3axdGsm04Z05JUJ/fH2MH4UpnA8nYKa88HcwXQJ9eOBFam8nyojZMUvS05OJjIykoiICDw9PRk/fjxr166t9/e/ue0Y7QOacV23kEas8uq19PFkbP8w1u46RX5pldHlGMoWgZ0FtL/geRhw6sIdtNZFWuuS2q83Ah5KqSaxikVZlZlZy1NYt/sUj4/sxl9v7YHJJCPBxaUF+3mxclY8gyICeey93Sz6TqZoFJeWnZ1N+/b/+xMcFhZGdnZ2vb53X3YhOzLPc9+gjrg58N+l+wd3pNJsZfWOE0aXYihbBPYOIEop1Ukp5QmMB9ZduINSqrWqvV9JKRVb267Lr59WUFbF5EVJfHckl+fu7M3cEZ3lti1RL75e7iy+P4bRvVvzjw0H+NenB9Fabm0RP1fXz8XFf2cSEhKIiYkhJiaGCz9q9PYwcUe/ttwd0/7iQziUrq39GBIZyIrtxzFbrEaXc0mVZgvVjVhfgwNba20GHgY+Aw4A72qt9yul5iil5tTuNg7Yp5TaDbwMjNcu/tcnp6iCe99IZF92Ea9NGsD42HCjSxJOxsvdjVcmDGBiXDivfXOUP364V+5HFT8TFhbGyZP/G0aUlZVF27Y/nals9uzZpKSkkJKSwoUfNUaG+PHi+P5OMZ7mvkEdOVVYwecOPLbjnR0nGf6vTeSVNM7tme62OEjtZe6NF7224IKv5wPzbdGWMziZX8bkxUnkFVfy5rSBsoa1uGpuJsUzd/QiwMeT+ZvSKam08MI9fWX1NvGjgQMHcuTIEY4dO0a7du1YvXo1K1euNLosm7u+eyjtA5rx5rZMRvduY3Q5P2O1at7clklIC2+CfBtnamn5rbexo7kl3PPGdgrKqlkxM07CWjSYUorHbu7KE6O68fHuU8xdkUpFtcXosoSDcHd3Z/78+dx88810796de+65h549L3kjjtNyMymmxnck+Vi+Q66VvflILhm5pUwb3LHR2pDAtqG0U0Xcs2A71RYrq2fH0z/cvou/C9c255rOPH1HL748kMOMZTsorZSpTEWN0aNHc/jwYY4ePcqf/vQno8tpNPcMbE8zDzfe3JZpdCk/s3RrJsF+Xo169i+BbSO7ThYwPmE7Xu4m3n1gEN3btDC6JOGCpsR34IV7+rL96DmmLE6isFxWMhJNh38zD+6Kbse6Xaca7XPiq5GeU8K3h3OZHNehURdvksC2gR2Z+UxelERLH0/enTOIiGBfo0sSLuzOAWG8NmkAe7MLmbwoiYKypn1vqmhapg3pRJXFytuJjnOL15vbjuHpbmJSfOMOLpbAbqBtR/O4b0kyIX5evPvAIMJa+RhdkmgCRvZqwxtTojl0tpgJC5M450BnG0I0ps7BvlzbNZi3Eo87xFiOgrIqPkjNZkzfto022OwHEtgNsPlwLtOW7qBdy2asfiCe1v7eRpckmpDruoWyaGoMGbkljE9IJKe4wuiShLCLGUMjyCupZN2uU5ffuZG9nXSC8moLM4Y1/tSuEthX6euDZ5m5LIWIYF9Wz44nxE/CWtjf8C7BvDktluyCcsa/kciZQglt4fqGRAbSvU0LFn6XYeiEQpVmC29uy2RYVBDdWjf+uCUJ7KvwZdpZHngrla6t/Vg1K47ARr4MIsQvGdQ5kOXTY8kprmR8wnZOF5YbXZIQjUopxaxhnTiSU8I3h4xbJGrt96fILa5k9vAIu7QngX2Fvkg7y9y3U+nepgUrZsbR0sdxFnsXTVdMxwCWTY8lr6SK8QmJnCqQ0Bau7ba+bWnj782Cb48a0r7Vqkn4LoPubVow1E7zbUhgX4HP9p/hwbdT6dGmBW/NiHOK6fxE0xHdoRXLZ8SSXxva2RLawoV5uJmYMbQTScfyDVk//ssDZ0nPKWHONRF2WyNCAruePt13hofe3knPtv68NVPCWjimAeE1oX2+tIrxCdsltIVLGx8bjn8zD17bZN+zbK01r35zlLBWzbjFjtOkSmDXw+f7z/Dwyp30aufP8hmxtPCWsBaOq394K96aGUdBWTUT5PK4cGG+Xu5MG9KRLw+c5cDpIru1uzX9HLtPFjB3RGfc7TivvwT2ZXyRdpaHVu6kp4S1cCL92rdk+fSaM+0JCxNlIJpwWdMGd8LXy51Xvj5il/a01rz01WFat/BmXHSYXdr8gQT2L/jqwNkfP7NePl3CWjiX/uGtWDYjlnMlVUxIkFu+hGvy9/Fg2pCObNx7hoNnGv8se9vRc+zIPM+D13bGy92t0du7kAT2JWw6mMPcFTvp3qYFy2WAmXBSA8JbsWx6LLnFlUxYmMjZIglt4XpmDO2En5c7//n8cKO2o7Xm358foo2/N/fEtG/UtuoigV2Hbw/n8sBbqXRp7ctb0yWshXOL7lAT2jlFFUxYKDOiCdfT0seTWcMj+CLtbKOOGP8i7Szfnyjgkeuj8Paw79k1SGD/zNb0PGYvT6FziC8rZsTh7yNhLZxfTMcAlk6L5XRBBZMWJjnUSkdC2MKMoZ0I8vXi2Q0HGmX2s2qLlX9+epDOwc25286fXf9AAvsCiRnnmLFsBx0Dm/O2TIoiXExspwAW3x/DyfNlTF6URH6prPIlXEdzL3d+e1MXUo6fZ8Pe0zY//orE4xzNLeWJUd3tOjL8QhLYtXZk5jP9zR20b+XD27PiCGguYS1cz+DOQSyaOpBjeaWyNKdwOffEtKd7mxY8u+EAZVVmmx03r6SS/35xmKGRQdzQPcRmx71SEtjA9yfOM23pDlq38ObtWXGNvkSaEEYaGhVEwtQY0nNKmLokmaKKaqNLEsIm3EyKp8f05FRhBS99abvbvJ7deIDyagt/v72n3WY1q0uTD+y9WYVMXZJMoK8nK2fJqluiabimSzCvTRpA2qki7l+STEml7c5GhDBSTMcAxg9sz8LvMth9sqDBx9t0KIc1O7N5YHhnIkN8G15gAzTpwE47VcSUJUm08PZg5SxZz1o0LTf0CGX+xP7szipk+ps7bHoJUQgj/WF0d0L8vPn1u7sor7Jc9XHOl1bx+Pt7iArxZd71kTas8Oo02cA+fLaYyYuTaObhxqpZ8bRr2czokoSwu5G92vDfe/uRkpnPrOUpVFRf/R83IRyFfzMP/nNPX47llfKXtfuuatS41ar5zbu7KCir5sXx/ew+SUpdmmRgZ+SWMGlREm4mxcpZ8YQH+hhdkhCGub1vW54f15dtR88xZ0UqlWYJbeH8hkQGMe+6KN5PzWLp1swr/v7nPz/EpkO5/OXW7vRs62/7Aq+CTQJbKTVSKXVIKZWulHqiju1KKfVy7fY9SqkBtmj3apw4V8bEhUlYrZqVM+PoFNTcqFKEcBh3RYfxf2N7882hXB5e+T3VFqvRJQnRYL+6PoqbeoTy9IY0Pvo+u97ft3jLMV7/5igTYsOZHN+hESu8Mg0ObKWUG/AqMAroAUxQSvW4aLdRQFTtYzbwekPbvRrZBeVMXJRIhdnCiplxRIX6GVGGEA5pfGw4T97eky/SzvKr1bswS2g7vPfee4+ePXtiMplISUkxuhyHYzIpXp7Qn7hOAfz63V28ufXYL14et1o1L3xxmKfXpzGyZ2ueHmPsqPCL2eIMOxZI11pnaK2rgNXAmIv2GQMs1zUSgZZKKfstIgqcLapg0sJECsuqeWt6HN3btLBn80I4hfsGd+RPo7uzYe9pfvf+HixW288YJWynV69erFmzhuHDhxtdisPy9nBj6f2xXN8tlL9/nMaDb+/kZH7Zz/b74TbHl786wrjoMF6Z2N+wCVIuxd0Gx2gHnLzgeRYQV4992gG2n46mDuVVFiYuTCS3uJLlM+LoHeYYn0cI4YhmDY+g0mzh358fxsvdxLNje2MyOc5Zhvif7t27G12CU2jm6UbClGje2JzBf788zOdpZxncOZCebf2xas3ukwUkZ+bT3NOdZ8b2YmJsuEOdWf/AFoFd13/VxW/L67NPzY5Kzabmsjnh4eENq6xWM083xg8Mp0+YP9EdWtnkmEK4soevi6LKbOXlr9PxdDfxpMETRoiGSUhIICEhAYDc3FyDqzGGyaSYO6Izd/Rvy7Jtx/nqwFkSM86hUESG+PLo9VFMie9AoANPnGWLwM4CLlxnLAw4dRX7AKC1TgASAGJiYmx2PW7W8AhbHUqIJuHXN3ah0mzljc0ZeLqZ+NMt3SW0DXDDDTdw5syZn73+zDPPMGbMxZ8+1m327NnMnj0bgJiYGJvW52za+DfjiVHdeGJUtx8/z3aWn2tbBPYOIEop1QnIBsYDEy/aZx3wsFJqNTWXywu11na5HC6EuDpKKZ4Y1Y1Ks5VFW47h5WHidzd3M7qsJufLL780ugSX5SxB/YMGB7bW2qyUehj4DHADlmit9yul5tRuXwBsBEYD6UAZMK2h7QohGp9Sir/d1oNKs5VXNx3F292NeddHGV2WaIDMzMyfnGXn5uYSHBxsYEX150i1WqyazHOlhPh54+f90yi9sM7MzEybtakaY91QW4mJidFyq4IQxrNaNb97fw8f7MziD6O68cA1nY0uSQAffvgh8+bNIzc3l5YtW9KvXz8+++yzKzpGTEyM09wS5ii1FpZXM3lREofOFLPwvhiu6fLTNxENqVMplaq1rvNzC1tcEhdCuDiTSfGvcX2oslj5v08O4uFmYvrQTkaX1eSNHTuWsWPHGl1Gk1JSaeb+pckcPFPEgsnRPwvrxiSBLYSoFzeT4oV7+lJttvLU+jQ83U0ONQuUEI2trMrMtKXJ7Mkq5NWJA7i+e6hd23esu8KFEA7Nw83EyxP6c323EP780T7e3XHy8t8kHNoPo8edgZG1VlRbmLkshdTj53lpfD9G9mp9yX0bq075DFsIccUqqi3MWp7ClvQ8/j2uL3dFhxldkhCN5sKf9//c3Zc7BzTez/svfYYtZ9hCiCvm7eHGwqkxDIoI5Hfv72btrvovrCCEM6k0W5i7IpXvjuTxzzv7NGpYX44EthDiqnh7uLHovhgGdgzg1+/sYsMemVpBuJYqs5WH3v6eTYdyeXZsb+4Z2P7y39SIJLCFEFfNx9OdJfcPJLpDKx5Z/T2f7vv5jFzCMXz66ad07dqVyMhInnvuuZ9t11rzyCOPEBkZSZ8+fdi5c6cBVV6+zm+++QZ/f3/69etHv379eOqppxqljmqLlUdWfc+XB87y1JieTIz76VTZ06dPJyQkhF69etX5/Y3Sn1prh31ER0drIYTjK66o1ne8ukV3/sMG/dm+00aXIy5iNpt1RESEPnr0qK6srNR9+vTR+/fv/8k+GzZs0CNHjtRWq1Vv375dx8bGOmSdmzZt0rfcckuj1lFttugHV6TqDo+v14u+y6hzn2+//Vanpqbqnj171rn9avsTSNGXyEQ5wxZCNJivlzvLpsfSs50/D63cyZdpZ40uSVwgOTmZyMhIIiIi8PT0ZPz48axdu/Yn+6xdu5apU6eilCI+Pp6CggJOn7bvxxz1qbOxmS1WfvXOLjbsPc2fb+nOjEvMNzB8+HACAgIueZzG6E8JbCGETbTw9mD59Fh6tGnB3LdT+eqAhLajyM7Opn37/33+GhYWRnZ29hXv09jqW8P27dvp27cvo0aNYv/+/TZr32yx8ut3d7N+z2n+OLobM4dd/aJRjdGfEthCCJvxb+bB8hlxdG/TgrkrdrLpYI7RJQn4cVWqC1288EV99mls9alhwIABHD9+nN27dzNv3jzuuOMOm7RtsWp++95uPt59iidGdWP28IZNv9sY/SmBLYSwKf9mHrw1PY6urf144K1UCW0HEBYWxsmT/5vkJisri7Zt217xPo2tPjW0aNECX19fAEaPHk11dTV5eXkNatdssfKbd3exdtcpHh/ZjTk2mCu/MfpTAlsIYXP+Ph6smPG/0JbL48YaOHAgR44c4dixY1RVVbF69Wpuv/32n+xz++23s3z5crTWJCYm4u/vT5s2bRyuzjNnzvx49pqcnIzVaiUwMPCq2/zhMvjaXaf4/ciuzB1hm4VtGqM/ZS5xIUSj8PfxYMXMOKYuTmLOilRemxTNjT3sO/eyqOHu7s78+fO5+eabsVgsTJ8+nZ49e7JgwQIA5syZw+jRo9m4cSORkZH4+PiwdOlSh6zz/fff5/XXX8fd3Z1mzZqxevXqq77UbLZYebR2DoEnRl3ZmfWECRP45ptvyMvLIywsjCeffJLq6uof62yM/pSpSYUQjaqwvJqpS5JJO1XI/IkDuLnnpedgFsJeqi1WfrW6ZjT4H0c3/DNrW5GpSYUQhvFv5sFbM2Lp2dafh97eyca9MiOaMFaV2cq8ld//eOuWo4T15UhgCyEaXQvvmtDu174l81Z9L3OPC8NUVFuYsyKVT/ef4W+39WjQrVv2JoEthLALP28Plk2PZWDHVvzqnV28n5pldEmiiSmvqll16+uDOTwzthfThtQ9KYqjksAWQthNcy93lt4fy9DIIH73/m5WJZ8wuiTRRJRVmZn+5g62pOfxr3F9mBTXweiSrpgEthDCrpp51izNOaJLMH9Ys5clW44ZXZJwcYXl1UxZnEzSsXP8955+3BNj7KpbV0sCWwhhd94ebiyYEs3Inq15an0ar3x1pM6ZoYRoqHMllUxcmMierALmTxzAHf3bGV3SVZPAFkIYwsvdjfkT+3PngHb854vDPPfJQQltYVNnCiu4NyGR9JwSEqbGMLq3fSeCsTWZOEUIYRh3NxP/HteX5p7uvLE5g5JKM0+P6YXJZN85rIXrOZlfxsRFieSXVLFseizxEVc/G5qjkMAWQhjKZFI8NaYnzb3cWfDtUYoqzPzn7r54ussFQHF1Dp0pZsriJCrNVt6eFU+/9i2NLskmJLCFEIZTSvHEqG74N/Pgn58epLC8mgWTB+DjKX+ixJVJPZ7PtKU7aObpxrsPDKJraz+jS7KZBr2FVUoFKKW+UEodqf231SX2y1RK7VVK7VJKyVyjQog6zR3Rmefu7M2WI7lMWpREQVmV0SUJJ7LpUA6TFiUR0NyT9+cMdqmwhoYPOnsC+EprHQV8Vfv8Uq7VWve71BypQggBMD42nNcmDWB/dhH3vLGdM4UVRpcknMDaXdnMWpZC52Bf3pszmPYBPkaXZHMNDewxwLLar5cBdzTweEIIwchebXhz2kCyz5dz52tbOXy22OiShIPSWrNwcwaPrt5FdIdWrJodT7Cfl9FlNYqGBnao1vo0QO2/IZfYTwOfK6VSlVKzf+mASqnZSqkUpVRKbm5uA8sTQjirwZFBvPPAIKqtmnGvbyMp45zRJQkHY7VqnlqfxjMbD3BL7zYsmx5LC28Po8tqNJcNbKXUl0qpfXU8xlxBO0O01gOAUcBDSqnhl9pRa52gtY7RWscEBwdfQRNCCFfTq50/a+YOJsjPiymLk9mwR1b6EjUqqi08vGonS7dmMn1IJ16Z0B9vDzejy2pUlx2CqbW+4VLblFJnlVJttNanlVJtgJxLHONU7b85SqkPgVhg81XWLIRoQtoH+PDBnMHMXJ7Cw6t2cqqgOzOHdUIpuVe7qTpfWsUDb6WSnJnPn2/p7lQrbjVEQy+JrwPuq/36PmDtxTsopZorpfx++Bq4CdjXwHaFEE1Iq+aevD0zjpE9W/PMxgP86aN9mC1Wo8sSBsjILWHsa1vZlVXAyxP6N5mwhoYH9nPAjUqpI8CNtc9RSrVVSm2s3ScU2KKU2g0kAxu01p82sF0hRBPj7eHGqxMHMOeazqxMOsG0N3dQVFFtdFnCjhIzznHn69soqjCzalYct/dta3RJdqUcee7emJgYnZIit20LIX5qdfIJ/vzRPiKCm7Pk/oGEtXK9W3jET32QmsUTa/YQHuDDkvsH0iGwudElNQqlVOqlbn+Wuf+EEE5nfGw4y6bHcrqwgjHzt8oIchdmsWqe3XiA3763m4EdA1gzd4jLhvXlSGALIZzSkMggPnpoCP7NPJi0KIm3k44bXZKwscLyaqa/uYOEzRlMie/Asumx+Pu47m1blyOBLYRwWp2DffnwoSEMjQriTx/u488f7aVaBqO5hKO5JYx9dStb0/N4dmxvnr6jFx5uTTuymvZ/vRDC6fk382DxfQN54JoIViSeYNLCJHKKZDpTZ/b5/jPcMX8rheXVrJwVz8S4cKNLcggS2EIIp+dmUvxhVHdeGt+PvdmFjH55i3yu7YTMFivPfXKQ2W+l0im4OevmDSW2U4DRZTkMCWwhhMsY068dHz00hBbe7kxclETC5qM48p0w4n9yiyuZvDiJBd8eZVJcOO/NGUS7ls2MLsuhSGALIVxK19Z+rH14CDf1COXZjQeZsyJVlul0cNuPnuPWV77j+xMF/Ofuvjwztjde7q49zejVkMAWQrgcP28PXps0gD/f0p2vDuQw+qXv2JGZb3RZ4iJmi5UXPj/ExEWJNPd058MHh3BXdJjRZTksCWwhhEtSSjFzWAQfzB2Mh7uJe9/YzstfHcFilUvkjiC7oJwJCxN5+et07hoQxsfzhtKjbQujy3JoEthCCJfWt31L1s8bym192/LCF4eZsDCRk/llRpfVpK3bfYrRL33HgdPFvHhvP/59d1+ae112LaomTwJbCOHy/Lw9fgyGtFNFjHxxM6uTT8iANDs7X1rFQyt38siq7+kU1Jz184ZyR/92RpflNOQtjRCiSVBKMS46jPiIAH733h6eWLOXz9PO8tydvQlp4W10eS7v64NnefyDvRSUVfG7m7vywPAI3Jv4RChXSnpLCNGkhLXy4e2Zcfztth5sTc/jxv9u5p0dcrbdWM6VVPKbd3Yx/c0UApt7svahoTx0baSE9VWQ1bqEEE3W0dwS/vDBXpIz84mPCODZsb2JCPY1uiyXoLVmzc5s/rEhjZJKM3Ou6czD10XK7VqX8UurdUlgCyGaNKtV827KSZ7deIAKs5WHr41k9vAIvD0kWK5WRm4Jf1m7j63p54ju0Ir/u7M3XUL9jC7LKUhgCyHEZeQUV/Dkx2ls2HOa8AAf/nRLd27qEYpSyujSnEZRRTXzv05n6dZjeLu78fiobkyMDcdkkj6sLwlsIYSopy1H8nhq/X4Ony1hSGQgf7utp5wdXobVqnk/NYt/fXaQc6VV3B0dxu9u7kawn5fRpTkdCWwhhLgCZouVt5NO8MIXhymuqGZcdBiP3tBF5ra+iNaaTYdyeP6zwxw4XUR0h1b87bYe9AlraXRpTksCWwghrkJ+aRXzv05nReJxACbHd+DBazsT5CtnjkkZ53j+s0OkHD9Ph0AffnNjF27v21Y+QmggCWwhhGiA7IJyXv7yCO+lnsTbw41JceHMGBpBa/+mdf+21pqt6ed4/dt0tqafI7SFF49cH8U9Me3xkNu0bEICWwghbOBobgkvf3WEj3efws2kuLN/GLOviaCzi98KZrFqPtt/hte/Ocre7EKC/byYPSyCKYM6yGh6G5PAFkIIGzpxroyF32XwbspJqixWRnQJZnJ8B0Z0DcHNhUZE55dW8V7KSd5OOsGJ/DI6BvrwwDWdGdu/nQR1I5HAFkKIRpBbXMlb2zNZteMkucWVtGvZjIlx4dw1IMxpL5dbrZqU4+dZlXyCDXtPU2W2EtsxgPsGd2Rkr9Yu9YbEEUlgCyFEI6q2WPl8/1lWJB5ne8Y5lIK4TgGM6deOUb1a09LH0+gSf5HWmgOni1m7O5v1u0+TXVCOr5c7dw5ox6S4DnRtLbe12YsEthBC2MmxvFLW7spm3e5TZOSW4uGmiI8IZETXEK7tGkynoOYOMZK60mwhJfM8mw7m8PWhHDJyS3E3KYZFBTGmXztu7BEqS14aoNECWyl1N/B3oDsQq7WuM12VUiOBlwA3YJHW+rn6HF8CWwjhrLTW7D9VxMe7T/HVwRzSc0oA6BDow+DOQUR3aMWA8JZ2C/CKagt7swtJPX6elMx8th89R2mVBU83E3ERAdzUszW39G5DQHPHvhrg6hozsLsDVuAN4LG6Alsp5QYcBm4EsoAdwAStddrlji+BLYRwFSfzy/jmUA7fHMolOTOf4gozAAHNPenVzp/IYF8iQ2oeHQN9CPT1uqrPiyuqLZwurOBoTgnpuSWk55Rw+GwxB04XUW2p+XvfMdCHoVFBjOgSwuDIQHw85UzaUfxSYDfo/5LW+kBtA7+0WyyQrrXOqN13NTAGuGxgCyGEq2gf4MOUQR2ZMqgjVqvmaG4JqcfPk3r8PAfOFLHqWD7l1ZYf9zcpCPT1IsTPi4Dmnnh7uOHlbsLbww13k6LSbKXSbKGi2kpppZnckkpyiyoprjT/pN0QPy8iQ3yZOSyC6PBW9A9vSaBM/OKU7PG2qh1w8oLnWUDcpXZWSs0GZgOEh4c3bmVCCGEAk0kRFepHVKgf42Nr/s5ZrZrsgnLSc0vIyi8jp7iSnKJKzhZXcL6smtziSqrMVirNVqotVrw8THi5u+HtYaKZhxtdQ/0YFhlESAtvQlt40ymoOZEhvvg38zD4v1bYymUDWyn1JdC6jk1/0lqvrUcbdZ1+X/I6vNY6AUiAmkvi9Ti+EEI4PZNJ0T7Ah/YBPkaXIhzUZQNba31DA9vIAtpf8DwMONXAYwohhBBNij0mf90BRCmlOimlPIHxwDo7tCuEEEK4jAYFtlJqrFIqCxgEbFBKfVb7elul1EYArbUZeBj4DDgAvKu13t+wsoUQQoimpaGjxD8EPqzj9VPA6AuebwQ2NqQtIYQQoimT9dCEEEIIJ+DQU5MqpXKB4zY8ZBCQZ8PjNVXSj7Yh/Wgb0o+2If1oGw3txw5a6+C6Njh0YNuaUirlUjPIiPqTfrQN6UfbkH60DelH22jMfpRL4kIIIYQTkMAWQgghnEBTC+wEowtwEdKPtiH9aBvSj7Yh/WgbjdaPTeozbCGEEMJZNbUzbCGEEMIpuVxgK6VGKqUOKaXSlVJP1LFdKaVert2+Ryk1wIg6HV09+nFSbf/tUUptU0r1NaJOR3e5frxgv4FKKYtSapw963MW9elHpdQIpdQupdR+pdS39q7RGdTj99pfKfWxUmp3bT9OM6JOR6eUWqKUylFK7bvE9sbJGa21yzwAN+AoEAF4AruBHhftMxr4hJpVxOKBJKPrdrRHPftxMNCq9utR0o9X148X7Pc1NbMBjjO6bkd71PPnsSWQBoTXPg8xum5He9SzH/8I/LP262AgH/A0unZHewDDgQHAvktsb5SccbUz7FggXWudobWuAlYDYy7aZwywXNdIBFoqpdrYu1AHd9l+1Fpv01qfr32aSM0qbOKn6vPzCDAP+ADIsWdxTqQ+/TgRWKO1PgGgtZa+/Ln69KMG/JRSCvClJrDN9i3T8WmtN1PTN5fSKDnjaoHdDjh5wfOs2teudJ+m7kr7aAY17ybFT122H5VS7YCxwAI71uVs6vPz2AVopZT6RimVqpSaarfqnEd9+nE+0J2aJZD3Ao9qra32Kc+lNErONGjxDwek6njt4mHw9dmnqat3HymlrqUmsIc2akXOqT79+CLwuNbaUnNSI+pQn350B6KB64FmwHalVKLW+nBjF+dE6tOPNwO7gOuAzsAXSqnvtNZFjVybq2mUnHG1wM4C2l/wPIyad4pXuk9TV68+Ukr1ARYBo7TW5+xUmzOpTz/GAKtrwzoIGK2UMmutP7JLhc6hvr/XeVrrUqBUKbUZ6AtIYP9PffpxGvCcrvkgNl0pdQzoBiTbp0SX0Sg542qXxHcAUUqpTkopT2A8sO6ifdYBU2tH8cUDhVrr0/Yu1MFdth+VUuHAGmCKnMVc0mX7UWvdSWvdUWvdEXgfeFDC+mfq83u9FhimlHJXSvkAccABO9fp6OrTjyeouUqBUioU6Apk2LVK19AoOeNSZ9haa7NS6mHgM2pGRC7RWu9XSs2p3b6AmpG4o4F0oIyad5TiAvXsx78CgcBrtWeHZi0LB/xEPftRXEZ9+lFrfUAp9SmwB7ACi7TWdd5y01TV8+fxaeBNpdReai7rPq61lhW8LqKUWgWMAIKUUlnA3wAPaNyckZnOhBBCCCfgapfEhRBCCJckgS2EEEI4AQlsIYQQwglIYAshhBBOQAJbCCGEcAIS2EIIIYQTkMAWQgghnIAEthBCCOEEJLCFEEIIJyCBLYQQQjgBCWwhhBDCCUhgCyGEEE5AAlsIIYRwAhLYQgghhBNw6PWwg4KCdMeOHY0uQwghhLCL1NTUPK11cF3bHDqwO3bsSEpKitFlCCGEEHahlDp+qW1ySVwIIYRwAjYJbKXUEqVUjlJq3yW2K6XUy0qpdKXUHqXUAFu0K4QQQjQVtjrDfhMY+QvbRwFRtY/ZwOs2alcIIYRoEmzyGbbWerNSquMv7DIGWK611kCiUqqlUqqN1vq0LdoXjk1rTUFZNTnFleQUV3C+rJrKaguVZisV1RbMVo2Xuwkvdze83E0083QjyNeLED8vQlp44ePp0EMthBDCLuz1l7AdcPKC51m1r/0ssJVSs6k5Cyc8PNwuxQnbsFo16bklpJ0q4khOMek5JRzJKSErv5wqi/Wqj+vn5U6n4OZEBvsSGepLVIgffcP8CWnhbcPqhRDCsdkrsFUdr+m6dtRaJwAJADExMXXuIxxDtcVKSuZ5ko/lk3riPN+fOE9xhRkAd5OiQ6APUSG+3Ng9lJAW3jVnzH5eBDT3xNvDDS+PmrNqDzdFldlKRbWVSrOF0koLeSWV5BRXkltcyZnCcjLyStl29Bxrvs/+sf12LZsR3aEV0R1aMbhzIJEhvihV14+aEEI4P3sFdhbQ/oLnYcApO7UtbCinqIJNh3LYdDCXLel5lFSaUQq6hvpxW9+2DAhvRZ8wfzoGNsfTvf5DJHw867dfUUU1R86WsOtkATuPnyfp2DnW7a75UWrXshnXdgtmRJcQhkQG0czT7Wr+E4UQwiHZK7DXAQ8rpVYDcUChfH7tPArKqvhk3xnW7TpF4rFzaA1t/L25rW9bRnQNZlDnQFp4e9illhbeHj+eVc8Y2gmtNVnny/nuSB6bDuWwZmc2KxJP0NzTjZt7tua2fm0ZGhmEh5vcwSiEcG6qZhxYAw+i1CpgBBAEnAX+BngAaK0XqJrrlPOpGUleBkzTWl92RpSYmBgtE6cYw2rVfHskl5VJJ/jmUA7VFk1EUHNu79eWkb1a0zXUzyEvP1eaLSQfy2fDntNs3HuaogozAc09ub1vWybHhxMZ4md0iUIIcUlKqVStdUyd22wR2I1FAtv+zpVU8m5KFiuTj3Myv5wgX0/u6NeOO/q3o2fbFg4Z0pdSabaw+XAeH+3K5vP9Z6i2aOIjApgc34GberS+okv2QghhDxLY4rIy80pJ+C6D91OzqDJbietUE2w393SNYMsrqeTdlJOsTDpB1vlyWrfwZuawToyPDcfXS24bE0I4BglscUn7TxXy+jdH2bj3NO4mE3dFhzF9SEeiQl3z0rHVqvn2cC4Lv8tg29Fz+Dfz4L5BHbhvcEcCfb2MLk8I0cRJYIufOXK2mP98fphP95/B18udyfEdmD6kY5O6t/n7E+dZ8O1RPtt/Fh9PN2YM7cTMYRH4N7PPADohhLiYBLb40cn8Mv775WE++j4bH093Zg7rxLQhnZp0SKXnFPPfL4+wYc9p/Jt5MOeaztw/uKPcFiaEsDsJbEFRRTXzv05n6dZjmJTivsEdmXNNZwKa1/MG6CZgX3Yh//n8EJsO5RLawovHR3bjjn7tMJmcZ6CdEMK5SWA3YVar5v3ULP712UHOlVYxbkAYv72pK639m86l7yu1IzOff6xPY3dWIf3DW/K323rSr31Lo8sSQjQBEthN1O6TBfz5o33szS5kQHhL/n57T/qEtTS6LKdgtWo+2JnFPz89RF5JJeOiw/jDqG4yME0I0ah+KbDlfhYXVFJp5j+fH+LNbZkE+3rx4r39GNOvrVPdQ200k0lxd0x7RvZqzfyv01m85RhfHTjLn2/pwZ0D2klfCiHsTs6wXcyXaWf569p9nC6qYHJcB343sqvdpg11ZYfOFPOHNXvYeaKAIZGBPHNHbzoGNTe6LCGEi5FL4k1AQVkVf127n3W7T9El1Jf/u7MP0R1aGV2WS7FaNW8nn+BfnxykymLl9yO7MW1wRxmUJoSwGbkk7uI2Hcrh8ff3kF9axa9v6MLcEZ1dYnYyR2MyKabEd+DG7qH88cO9PL0+jS/SzvD8uL60D/AxujwhhIuTv+pOrLTSzB/W7GXa0h209PHgo4eG8OgNURLWjay1vzeL74vhX3f1YV92EaNe+o53dpzAka9WCSGcn5xhO6m9WYXMW7WT4/llPHBNBL+5sQte7jLRh70opbhnYHsGdQ7kd+/v5vEP9vLNoVyeu7MP/j4yZkAIYXtyKuZkrFbNou8yuPP1rVSarayeFc8fRnWXsDZI+wAfVs6M54+ju/FF2llGvbSZHZn5RpclhHBBEthOJK+kkunLdvCPDQe4tmsInzw6jLiIQKPLavJMJsXs4Z35YO5gPNxN3PvGdl7+6ggWq1wiF0LYjgS2k0jJzOeWl79j29FzPD2mJ29Miaalj0wr6kj6tm/J+nlDua1vW1744jD3LUnmXEml0WUJIVyEBLaD01qzZMsxxick4u3hxocPDmbKoI4ycYeD8vP24MV7+/Hcnb1Jzszntle28P2J80aXJYRwARLYDqy00sy8Vd/z1Po0RnQNYd3DQ+nZ1t/ossRlKKUYHxvOmrmDMZkU97yxnbe2Z8oociFEg0hgO6jMvFLueHUrG/ee5vGR3UiYEt2kl8B0Rr3a+bN+3lCGRgbxl7X7eey9PVRUW4wuSwjhpOS2Lge05UgeD63ciVLw1ow4hkQGGV2SuEotfTxZfN9AXvrqCC99dYSjuSW8MSWa0BayWpoQ4srIGbYD+eHz6qlLkmjdwpt1Dw2VsHYBJpPi1zd2YcHkARw+W8zt87ew+2SB0WUJIZyMBLaDqDJbefyDPTy1Po0buofywYODCQ+U6S5dychebVjz4GA83U3c/cZ2Pvo+2+iShBBORALbARSUVTF1SRLvpmTxyHWRLJgcja+XfFrhirq1bsHah4YyILwlv3pnF//94rAMRhNC1IsEtsEy80q587Vt7DxewIv39uM3N3WV1Z9cXEBzT5ZPj2NcdBgvfXWEX72zSwajCSEuS07jDLQjM5/Zy2uWD10xM47YTgEGVyTsxdPdxPPj+tApqDnPf3aI7PPlvDElmkBfL6NLE0I4KJucYSulRiqlDiml0pVST9SxfYRSqlAptav28VdbtOvMNuw5zaSFSbTy8eTDB4dIWDdBSikeujaS+RP7sye7kLte38bxc6VGlyWEcFANDmyllBvwKjAK6AFMUEr1qGPX77TW/WofTzW0XWe2eMsxHl61kz5h/qx5cDAdg5obXZIw0K192rJqVhwF5dXc+do2GUEuhKiTLc6wY4F0rXWG1roKWA2MscFxXY7VqnlmQxpPr0/j5h6tWTEzTuYDFwBEdwjgg7mDaebpxviERDYdzDG6JCGEg7FFYLcDTl7wPKv2tYsNUkrtVkp9opTqeamDKaVmK6VSlFIpubm5NijPMVSZrTz6zi4WfneMqYM68OqkAXh7yJKY4n86B/uy5sHBRAQ3Z+byFN5NOXn5bxJCNBm2COy6hjRffJ/KTqCD1rov8Arw0aUOprVO0FrHaK1jgoODbVCe8UorzcxYtoOPd5/i9yO78uTtPXGTkeCiDiF+3rzzwCAGdw7k9+/vYcG3R40uSQjhIGwR2FlA+wuehwGnLtxBa12ktS6p/Xoj4KGUahJTeJ0vrWLSoiS2pufxr3F9eHBEpKy0JX6Rr5c7i+8byK192vDcJwf5v40H5F5tIYRNbuvaAUQppToB2cB4YOKFOyilWgNntdZaKRVLzRuFczZo26GdLixnyuJkTuSXsWByNDf1bG10ScJJeLqbeGl8f1r5ePLG5gzOl1Xx7NjeuLvJ1AlCNFUNDmyttVkp9TDwGeAGLNFa71dKzandvgAYB8xVSpmBcmC8dvFThozcEqYsTqaovJrl02OJjwg0uiThZNxMiqfG9CSguScvfXWEgrJqXpnYHy93GfsgRFOkHDk3Y2JidEpKitFlXLEDp4uYsjgZrTXLpsfSq52sYS0a5s2tx/j7x2kMiwrijSnR+HjKnEdCuCKlVKrWOqaubXJ9zcZ2nSxgfEIi7ibFOw8MkrAWNnH/kE48P64PW9PzmLo4maKKaqNLEkLYmQS2DSVmnGPSwkT8m3nw3pxBRIb4Gl2ScCF3x7Rn/sQB7M4qYOLCRM6VVBpdkhDCjiSwbeSbQznctySZti2b8d6cQbQPkKUxhe2N7t2GhKkxHDlbwr0JieQUVRhdkhDCTiSwbeDLtLPMXp5K52BfVs+OJ7SFt9ElCRd2bdcQlk2P5VRBOfcmJHK6sNzokoQQdiCB3UCf7D3NnBWpdG/jx6pZ8bLakrCL+IhA3poRS15xJfe8sZ2T+WVGlySEaGQS2A2wdlc2D6/6nr7tW7JiZhz+Ph5GlySakOgOAayYGUdhWTX3vrGdzDxZ6UsIVyaBfZU+SM3i1+/sYmDHViyfHouft4S1sL++7VuyanY85dUW7k3YztHcEqNLEkI0Egnsq/Beykkee383gzoHsvT+WJp7yT2xwjg92/qzevYgLFbNhIRE0nMktIVwRRLYV+jdHSf5/Qd7GBoZxOL7BtLMU2adEsbr2rpmDIVVw4SFiaTnFBtdkhDCxiSwr8Dq5BP8/oM9DIsKZuHUGFkeUziUqFA/Vs+OQ2sYn5DEkbMS2kK4EgnselqVfIIn1uzlmi7BJEyJlrAWDikyxI/Vs+NRquZMW0JbCNchgV0P7+w4wR9qw/oNCWvh4CJDfGtDWzFhYZJcHhfCRUhgX8a7O07yxJq9DJewFk6kc7Avq2bFAzWXx2UgmhDOTwL7F7yXcpLH19QMMJPL4MLZ1JxpxwE1l8flli8hnJsE9iWs2Zn142hwGWAmnFVkiB+rZsWhdc0tXxkS2kI4LQnsOqzdlc1j7+1mcOdACWvh9KJC/Vg5Kx6LVTNxYRLHz8mMaEI4Iwnsi2zYc7p2BrMAFk0dKGEtXEKXUD9WzIyjwmxh4sIkmXtcCCckgX2BT/ed4ZHV3xPdoRVL7pdJUYRr6d6mBStmxFFcUc2EhYlkF8gqX0I4EwnsWl+mnWXeqp30CfNn6TSZblS4pl7t/GsWDCmvZuLCRM4UynraQjgLCWzgm0M5PPj2Tnq0acGy6bH4SlgLF9YnrCXLp8dyrqSKiQsTySmW0BbCGTT5wN6ansfst1KJCvVl+fQ4WsiqW6IJ6B/eijenDeRMUQWTFiZxrqTS6JKEEJfRpAM7KeMcM5btoFNgc96aIetZi6YlpmMAi+8byIn8MiYvTqagrMrokoQQv6DJBnbq8fNMf3MH7Vo2Y8XMOAKaexpdkhB2N6j21sWjOSVMWZxMYXm10SUJIS6hSQb2nqwC7l+STLCfFytnxRPs52V0SUIYZniXYBZMGcDBM0XcvzSZkkqz0SUJIepgk8BWSo1USh1SSqUrpZ6oY7tSSr1cu32PUmqALdq9GmmnipiyOBl/Hw9WzoontIW3UaUI4TCu6xbKKxMGsCerkOlLd1BWJaEthKNpcGArpdyAV4FRQA9gglKqx0W7jQKiah+zgdcb2u7VOHK2mCmLk/DxdGPVrHjatmxmRBlCOKSRvVrz4r39SDmez6zlKVRUW4wuSQhxAVucYccC6VrrDK11FbAaGHPRPmOA5bpGItBSKdXGBm3X27G8UiYuSsJkUrw9M472AT72bF4Ip3Bb37Y8P64v246eY+6KVCrNEtpCOApbBHY74OQFz7NqX7vSfRpNeZWFyYuSsFg1K2fGERHsa6+mhXA6d0WH8cwdvdl0KJd5K7+n2mI1uiQhBGCLGUJUHa/pq9inZkelZlNz2Zzw8PCGVVarmacbj93cha6hLYgK9bPJMYVwZRPjwqkyW/j7x2n86p1dvHRvP9zdmuQYVSEchi0COwtof8HzMODUVewDgNY6AUgAiImJqTPUr8bY/mG2OpQQTcL9QzpRZbHy7MaDeLmZ+PfdfTGZ6nrvLYSwB1u8Zd4BRCmlOimlPIHxwLqL9lkHTK0dLR4PFGqtT9ugbSFEI5o9vDO/vbELa77P5o8f7sVqtdl7aCGcnr3HeDT4DFtrbVZKPQx8BrgBS7TW+5VSc2q3LwA2AqOBdKAMmNbQdoUQ9jHv+iiqLFZe+TodL3cTf7+9J0rJmbZo2k4XljNxYRK/uiGKMf3sMyTLJqtcaK03UhPKF7624IKvNfCQLdoSQtjfb27sQqXZSsLmDDzdTfxxdHcJbdFk5RRVMHFhErnFlXQIbG63dmVZKiHEZSml+MOoblSZrSz87hie7iYeu6mrhLZocvJKKpm4KImzRRW8NSOWfu1b2q1tCWwhRL0opfjbbT2oNFt5ddNRPN3cePSGKKPLEsJuzpdWMXlRElnny3hzWizRHQLs2r4EthCi3pRSPHNHL6otVv775WE83BUPjog0uiwhGl1hWTVTliSRkVfKkvsGEh8RaPcaJLCFEFfEZFL8864+VJmt/OvTQ3i6mZg5LMLosoRoNEUV1UxdksShM8UkTIlhaFSQIXVIYAshrpibSfHCPX2xWDX/2HAAN5Ni2pBORpclhM2VVJq5f0ky+08VsWByNNd2CzGsFglsIcRVcXcz8eL4fpitVp78OA13NxNT4jsYXZYQNlNaaWba0mR2ZxXy6sT+3NAj1NB6ZK5BIcRV83Az8cqEAdzQPYS/fLSPVcknjC5JCJsor7IwY9kOUo+f56Xx/RjZy67rVdVJAlsI0SCe7iZenTSAa7sG84c1e3l3x8nLf5MQDuyHsE46ls9/7+3HrX3aGl0SIIEthLABL3c3Xp8czfAuwTy+Zg/vpkhoC+dUUW1h1vIUtmec4z9397XbLGb1IYEthLAJbw83EqZEMzQyiMc/2MP7qVlGlyTEFfkhrLcezeP5cX25c4BjLRolgS2EsBlvDzcWTo1hSOcgfvf+btbslNAWzqGi2sLst1LZkp7Hv+7qw7hoxwprkMAWQtjYD6E9uHMgv31vNx/ImbZwcD+cWW8+nMs/7+zD3THtL/9NBpDAFkLYXDNPNxZNHciQzkE89v5u3pPPtIWD+iGsfzizvmegY4Y1SGALIRpJM083Ft0Xw9DIIH7/wR4ZPS4cTnmVhZnLnCOsQQJbCNGIfrg8PiwqmN9/sIfVcp+2cBA/3Lq19Wge/x7X12Evg19IAlsI0ah+GD1+TZdgnlizl7cSjxtdkmjiSivN3L80mcSMc7xwT1/ucsABZnWRwBZCNDpvDzcSpkb/OCPaki3HjC5JNFE1C3kkk3L8PP+9tx9j+ztHWIMEthDCTrzc3XhtUjSjerXmqfVpLPj2qNEliSamsKyaKYuS2H2ygPkT+jvUpCj1IYEthLAbT3cTr0zoz2192/LcJwd56csjRpckmoj80iomLEzkwOliFkyOZlRv4+cGv1KyWpcQwq7c3Uy8eG8/PNwU//3yMOXVFh4f2RWllNGlCReVU1TBpEVJnMgvY+F9MVzTJdjokq6KBLYQwu7cTIp/j+tLMw83Fnx7lNJKM0/e3hOTSUJb2NbJ/DImL04ir7iSpdMGMrhzkNElXTUJbCGEIUwmxT/u6EVzL3cSNmdQWmXmX3f1wd1NPqkTtnE0t4TJi5IorTSzYmYc/cNbGV1Sg0hgCyEMo5TiD6O64eflzn++OExZpYWXJvTDy93N6NKEk0s7VcTUJUkAvPPAILq3aWFwRQ0nb2WFEIZSSjHv+ij+cmsPPt1/hhlvplBaaTa6LOHEdmTmc2/CdjzcTC4T1iCBLYRwEDOGduL5cX3YnnGOiYuSyC+tMrok4YS+PniWyYuSCPb14r05g+gc7Gt0STbToMBWSgUopb5QSh2p/bfODwiUUplKqb1KqV1KqZSGtCmEcF13x7Tn9UkDOHC6iLsXbONUQbnRJQknsmZnFrOWp9Il1I/35gwirJWP0SXZVEPPsJ8AvtJaRwFf1T6/lGu11v201jENbFMI4cJu6tma5dNjOVtUybjXt5GeU2J0ScIJLN5yjN+8u5u4TgGsmh1PoK+X0SXZXEMDewywrPbrZcAdDTyeEEIQHxHI6tnxVFmsjFuwjZTMfKNLEg7KatU8u/EAT69PY2TP1iy5fyC+Xq45nrqhgR2qtT4NUPtvyCX208DnSqlUpdTsXzqgUmq2UipFKZWSm5vbwPKEEM6qVzt/1swdQisfTyYtSuLTfWeMLkk4mEqzhUff2UXC5gymDurAq5MG4O3huncYXDawlVJfKqX21fEYcwXtDNFaDwBGAQ8ppYZfaketdYLWOkZrHRMc7Jyz0QghbCM80If359SM8p37dirLt2caXZJwEIXl1dy/ZAcf7z7F4yO78eTtPXFz8Yl3LnvdQGt9w6W2KaXOKqXaaK1PK6XaADmXOMap2n9zlFIfArHA5qusWQjRhAT6erFqVjzzVu3kr2v3k3W+nCdGdpNZ0ZqwrPNlzHgzhaO5Jfz33r5OteJWQzT0kvg64L7ar+8D1l68g1KquVLK74evgZuAfQ1sVwjRhDTzdGPB5Ggmx4eTsDmDuW+nUl5lMbosYYDdJwu449VtnCos581psU0mrKHhgf0ccKNS6ghwY+1zlFJtlVIba/cJBbYopXYDycAGrfWnDWxXCNHEuLuZeHpML/5yaw8+TzvLvQnbySmqMLosYUef7jvNvQnb8fYwsWbuYIZGOe+84FdDaa2NruGSYmJidEqK3LYthPipL9LO8siq72nl48Hi+we6zExWom5aaxI2Z/Dcpwfp174lCVNiCPZzvdu2AJRSqZe6/VlmOhNCOJ0be4Ty3pxBWLTmrte3yQhyF1ZRbeG37+7m/z45yOjebVg1K95lw/pyJLCFEE6pVzt/1j08lKhQP+asSOXFLw9jtTruFUNx5c4UVnDvG9tZ8302v7mxC/Mn9Hfp27YuRwJbCOG0Qlt4887seO4c0I4XvzzCg2/vlIVDXMTOE+e5ff4W0nNKeGNKNI9cH4VSTfvOAAlsIYRT8/Zw4z939+XPt3Tn87QzjH1tK0dzZTpTZ6W15u2k44x/IxEvDxNrHhzCzT1bG12WQ5DAFkI4PaUUM4dFsHx6HHklVYyZv5VP9p42uixxhcqrLPz2vd386cN9xHcOZN1DQ+na2s/oshyGBLYQwmUMjQpi/byhdA7xZe7bO3lmQxpmi9XoskQ9ZOaVMva1rXz4fTa/uiGKpfcPpFVzT6PLcigS2EIIl9K2ZTPefSCeqYM6sPC7Y0xYmCjLdDq4DXtOc9srWzhTVMHS+wfyqxu6uPw0o1dDAlsI4XK83N14akwvXhrfj7RTRYx66Tu59csBlVdZ+MOaPTy0ciedQ3z5+OGhjOh6qTWkhAS2EMJljenXjvWPDCM8wIc5K1L5y0f7qKiWKU0dwcEzRdw+fwurd5xk7ojOvDdnEO0DfIwuy6FJYAshXFqnoOZ8MHcwM4d24q3E44yZv5V92YVGl9VkWa2axVuOMWb+VgrKq1k+PZbHR3bDw03i6HKkh4QQLs/T3cSfb+3B0mkDyS+r4o5Xt/LKV0dkQJqdncwvY+KiRJ5en8bQyCA2PjKMYVGyjHJ9SWALIZqMa7uG8PmvhjOqdxv+88Vh7np9G+k5cs92Y9Na886OE4x66Tv2ZRfxr7v6sOg+150PvLHI4h9CiCZp/Z5T/PmjfZRVWXj0+ihmDYvA013OYWztxLky/vTRXr47kkd8RADPj+srn1X/gl9a/MPd3sUIIYQjuLVPW2I7BfDkujSe/+wQ63ad4v/u6s2A8FZGl+YSqi1WFm85xotfHsbdZOKpMT2ZHNcBk9yuddXkDFsI0eR9mXaWv6zdx5miCibHdeCxm7ri7+NhdFlOK/X4ef780T4OnC7i5p6hPHl7L1r7extdllOQM2whhPgFN/QIJb5zIP/+7BDLt2eyfs8pfntTVybEhssEHlfgTGEF//z0IB9+n03rFt4smBzNyF4yD7ityBm2EEJcIO1UEU9+vJ+kY/l0a+3H327ryaDOgUaX5dAqqi0s3nKMVzelY7ZqZg+LYO6IzjT3knPCK/VLZ9gS2EIIcRGtNZ/sO8MzGw6QXVDOtV2DeezmrvRs6290aQ7FbLHyfmoWL311hNOFFYzs2Zo/ju5OeKAMKrtaEthCCHEVKqotLN2ayYJvj1JYXs1tfdvymxu70CmoudGlGcpq1Wzcd5oXPj9MRl4p/dq35PcjuzK4c5DRpTk9CWwhhGiAwvJqFm7OYPGWY1RZrNzWpw1zRnSmW+sWRpdmV2aLlfV7TrPg26McPFNMl1BfHrupKzf2CEUp+azfFiSwhRDCBnKLK3nj26OsTD5BWZWF67qFMHdEZ2I6tHLpwCqvsvBe6kkSNmeQdb6cLqG+PDgiktv6tpVBeTYmgS2EEDZUUFbF8u3HWbr1GOfLqunVrgWT4zpwe7+2+Hi6zkCrY3mlvJ14nPdSsygsr2ZAeEseHBHJdd1C5H7qRiKBLYQQjaCsyswHqVmsSDzBobPF+Hm7c9eAMMZFh9GzbQunPOuuqLbw1YEcViWfYEt6Hu4mxc09W3Pf4I4M7OjaVxIcgQS2EEI0Iq01KcfPsyLxOJ/sPUOVxUrn4Obc3rcdt/dr6/CD1KotVram57Fu9yk+33+Wkkozbf29mRAbzr0D2xPSQiY9sRcJbCGEsJPzpVV8su8Ma3dlk5yZj9bQrbUfI7qGcG3XYAZ0aOUQS0nml1ax+XAumw7l8O3hXArKqvHzdmdUr9aM6deO+IhA+XzaAI0W2Eqpu4G/A92BWK11nemqlBoJvAS4AYu01s/V5/gS2EIIZ3a6sJwNe07z9cEcko/lY7Zq/LzdiesUyIAOLYkOb0WfsJY083SzSy07jxew88R5UjLz2ZNdiNYQ5OvJ8C7B3NyzNSO6BuPl3vi1iEtrzMDuDliBN4DH6gpspZQbcBi4EcgCdgATtNZplzu+BLYQwlUUV1SzNf0c3xyqCe+MvFIA3E2KyBBfIkN8iQrxIzLElw6BPoS08CKwudcVneVWVFvILa7kdGEFR3NLOHK2hPTcEo6cLeZ0YQUAXu4m+oT5MzQymGu7BdOrrb8MIHMgjTaXuNb6QG0Dv7RbLJCutc6o3Xc1MAa4bGALIYSr8PP2YGSv1j/OrZ1fWsX3J86Tevw8B04XsTurgA17T3PhOZSbSRHY3JOA5p54e7jh5W7C28MNd5Oi0myl0myhotpKaZWZ3OJKiivMP2nT28NE52BfYjsF0DesJdEdWtG9TQtZRtRJ2eP+g3bAyQueZwFxl9pZKTUbmA0QHh7euJUJIYRBApp7cn33UK7vHvrja+VVFo7mlpB1voyc4kpyiirJKa7gfFl1TUBXWygor8Zssf4Y3r5e7oR7+jAs0pOQFt4E+3kR2sKbiKDmtGvZTM6eXchlA1sp9SVQ13Irf9Jar61HG3X9tFzyOrzWOgFIgJpL4vU4vhBCuIRmnm70audPr3YyZ7n4ucsGttb6hga2kQW0v+B5GHCqgccUQgghmhR7fJCxA4hSSnVSSnkC44F1dmhXCCGEcBkNCmyl1FilVBYwCNiglPqs9vW2SqmNAFprM/Aw8BlwAHhXa72/YWULIYQQTUtDR4l/CHxYx+ungNEXPN8IbGxIW0IIIURTJmP7hRBCCCfg0FOTKqVygeM2PGQQkGfD4zVV0o+2If1oG9KPtiH9aBsN7ccOWuvgujY4dGDbmlIq5VIzyIj6k360DelH25B+tA3pR9tozH6US+JCCCGEE5DAFkIIIZxAUwvsBKMLcBHSj7Yh/Wgb0o+2If1oG43Wj03qM2whhBDCWTW1M2whhBDCKblcYCulRiqlDiml0pVST9SxXSmlXq7dvkcpNcCIOh1dPfpxUm3/7VFKbVNK9TWiTkd3uX68YL+BSimLUmqcPetzFvXpR6XUCKXULqXUfqXUt/au0RnU4/faXyn1sVJqd20/TjOiTkenlFqilMpRSu27xPbGyRmttcs8ADfgKBABeAK7gR4X7TMa+ISaVcTigSSj63a0Rz37cTDQqvbrUdKPV9ePF+z3NTWzAY4zum5He9Tz57ElkAaE1z4PMbpuR3vUsx//CPyz9utgIB/wNLp2R3sAw4EBwL5LbG+UnHG1M+xYIF1rnaG1rgJWA2Mu2mcMsFzXSARaKqXa2LtQB3fZftRab9Nan699mkjNKmzip+rz8wgwD/gAyLFncU6kPv04EVijtT4BoLWWvvy5+vSjBvyUUgrwpSawzfYt0/FprTdT0zeX0ig542qB3Q44ecHzrNrXrnSfpu5K+2gGNe8mxU9dth+VUu2AscACO9blbOrz89gFaKWU+kYplaqUmmq36pxHffpxPtCdmiWQ9wKPaq2t9inPpTRKzjRo8Q8HpOp47eJh8PXZp6mrdx8ppa6lJrCHNmpFzqk+/fgi8LjW2lJzUiPqUJ9+dAeigeuBZsB2pVSi1vpwYxfnROrTjzcDu4DrgM7AF0qp77TWRY1cm6tplJxxtcDOAtpf8DyMmneKV7pPU1evPlJK9QEWAaO01ufsVJszqU8/xgCra8M6CBitlDJrrT+yS4XOob6/13la61KgVCm1GegLSGD/T336cRrwnK75IDZdKXUM6AYk26dEl9EoOeNql8R3AFFKqU5KKU9gPLDuon3WAVNrR/HFA4Va69P2LtTBXbYflVLhwBpgipzFXNJl+1Fr3Ulr3VFr3RF4H3hQwvpn6vN7vRYYppRyV0r5AHHAATvX6ejq048nqLlKgVIqFOgKZNi1StfQKDnjUmfYWmuzUuph4DNqRkQu0VrvV0rNqd2+gJqRuKOBdKCMmneU4gL17Me/AoHAa7Vnh2YtCwf8RD37UVxGffpRa31AKfUpsAewAou01nXectNU1fPn8WngTaXUXmou6z6utZYVvC6ilFoFjACClFJZwN8AD2jcnJGZzoQQQggn4GqXxIUQQgiXJIEthBBCOAEJbCGEEMIJSGALIYQQTkACWwghhHACEthCCCGEE5DAFkIIIZyABLYQQgjhBP4fOmVh00yNiy8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 添加一个画布\n",
    "fig = plt.figure(figsize=(8,6))\n",
    "\n",
    "# 画布添加一个容器\n",
    "ax1 = fig.add_subplot(2,1,1)\n",
    "t = np.arange(0.0, 1.0, 0.01)\n",
    "s = np.sin(2*np.pi*t)\n",
    "ax1.plot(t, s)\n",
    "\n",
    "# 再添加一个容器,这种方式简单\n",
    "ax2 = fig.add_subplot(2,1,2)\n",
    "ax2.plot(t, s)\n",
    "\n",
    "# 再添加一个容器,这种方式很灵活，可以添加子图位置\n",
    "ax3 = fig.add_axes([0.72, 0.70, 0.16, 0.16])\n",
    "ax3.plot(t, s)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 自定义你的Artist对象"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-18T05:46:35.967708Z",
     "start_time": "2020-12-18T05:46:35.815147Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 添加一个画布\n",
    "fig = plt.figure(figsize=(8,6))\n",
    "\n",
    "# 画布添加一个容器\n",
    "ax1 = fig.add_subplot(2,1,1)\n",
    "t = np.arange(0.0, 1.0, 0.01)\n",
    "s = np.sin(2*np.pi*t)\n",
    "a = ax1.plot(t, s)\n",
    "\n",
    "\n",
    "# 设置画板的属性，使用set，get方法获取\n",
    "fig.patch.set_color(\"g\")\n",
    "fig.patch.set_alpha(0.1)\n",
    "fig.patch.set_visible(True)\n",
    "\n",
    "# 设置里头画纸的属性，使用set，get方法获取\n",
    "ax1.patch.set_color(\"r\")\n",
    "ax1.patch.set_alpha(0.3)\n",
    "\n",
    "# 设置artist线条的相关属性，使用set，get方法获取\n",
    "a[0].set_alpha(0.5)\n",
    "a[0].set_marker(\",\")\n",
    "a[0].set_linewidth(10)\n",
    "a[0].set_visible(True)\n",
    "\n",
    "# 设置axis属性,比如label\n",
    "for i in ax1.xaxis.get_ticklabels():\n",
    "    i.set_color(\"r\")\n",
    "    i.set_alpha(0.5)\n",
    "    i.set_rotation(90)\n",
    "    i.set_fontsize(20)\n",
    "\n",
    "# 设置axis属性，比如lines\n",
    "for i in ax1.yaxis.get_ticklines():\n",
    "    i.set_color(\"blue\")\n",
    "    i.set_alpha(0.3)\n",
    "    i.set_markersize(25)\n",
    "    i.set_markeredgewidth(3)\n",
    "\n",
    "# 设置两边显示坐标轴\n",
    "ax1.yaxis.set_tick_params(which='major', labelcolor='green',\n",
    "                         labelleft=True, labelright=True)\n",
    "    \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "以上这些不管是线条，画板，label，坐标轴都是artist对象，都可以有很多设置方法"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 基本元素 - primitives"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2DLines"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 如何绘制lines"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 绘制直线"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-18T05:51:09.384733Z",
     "start_time": "2020-12-18T05:51:09.223120Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = range(0, 5)\n",
    "y = [2, 5, 7, 8, 10]\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "# 直接再这里面设置属性\n",
    "lines, = ax.plot(x, y, color='green', marker='o', linestyle='dashed', linewidth=2, markersize=12)\n",
    "\n",
    "# 也可以用这种方式设置\n",
    "lines.set_alpha(0.2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### errorbar绘制误差折线图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-18T05:55:23.570565Z",
     "start_time": "2020-12-18T05:55:23.437949Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.arange(10)\n",
    "y = 2.5 * np.sin(x / 20 * np.pi)\n",
    "error = np.linspace(0.05, 0.2, 10)\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "lines,_,errlines = ax.errorbar(x, y, yerr=error)\n",
    "\n",
    "# 设置属性\n",
    "lines.set_color(\"g\")\n",
    "errlines[0].set_color(\"r\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## patches块图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### hist-直方图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-16T06:41:01.331185Z",
     "start_time": "2020-12-16T06:41:01.311212Z"
    }
   },
   "source": [
    "matplotlib.pyplot.hist(x,bins=None,range=None, density=None, bottom=None, histtype=‘bar’, align=‘mid’, log=False, color=None, label=None, stacked=False, normed=None)\n",
    "\n",
    "x: 数据集，最终的直方图将对数据集进行统计\n",
    "\n",
    "bins: 统计的区间分布\n",
    "    \n",
    "range: tuple, 显示的区间，range在没有给出bins时生效\n",
    "\n",
    "density: bool，默认为false，显示的是频数统计结果，为True则显示频率统计结果，这里需要注意，频率统计结果=区间数目/(总数*区间宽度),和normed效果一致，官方推荐使用density\n",
    "    \n",
    "histtype: 可选{‘bar’, ‘barstacked’, ‘step’, ‘stepfilled’}之一，默认为bar，推荐使用默认配置，step使用的是梯状，stepfilled则会对梯状内部进行填充，效果与bar类似\n",
    "\n",
    "align: 可选{‘left’, ‘mid’, ‘right’}之一，默认为’mid’，控制柱状图的水平分布，left或者right，会有部分空白区域，推荐使用默认\n",
    "\n",
    "log: bool，默认False,即y坐标轴是否选择指数刻度\n",
    "\n",
    "stacked: bool，默认为False，是否为堆积状图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-16T06:50:12.444563Z",
     "start_time": "2020-12-16T06:50:12.263884Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x=np.random.randint(0,100,100) #生成[0-100)之间的100个数据,即 数据集 \n",
    "bins=np.arange(0,101,10) #设置连续的边界值，即直方图的分布区间[0,10),[10,20)... \n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "ax.hist(x, bins)\n",
    "\n",
    "ax.set_xlabel('scores')\n",
    "ax.set_ylabel(\"count\")\n",
    "ax.set_xlim(0,200)\n",
    "ax.set_ylim(0,20)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### bar-柱状图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "matplotlib.pyplot.bar(left, height, alpha=1, width=0.8, color=, edgecolor=, label=, lw=3)\n",
    "\n",
    "left：x轴的位置序列，一般采用range函数产生一个序列，但是有时候可以是字符串\n",
    "\n",
    "height：y轴的数值序列，也就是柱形图的高度，一般就是我们需要展示的数据；\n",
    "\n",
    "alpha：透明度，值越小越透明\n",
    "\n",
    "width：为柱形图的宽度，一般这是为0.8即可；\n",
    "\n",
    "color或facecolor：柱形图填充的颜色；\n",
    "\n",
    "edgecolor：图形边缘颜色\n",
    "\n",
    "label：解释每个图像代表的含义，这个参数是为legend()函数做铺垫的，表示该次bar的标签\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-16T06:50:03.144658Z",
     "start_time": "2020-12-16T06:50:02.963937Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.arange(16)\n",
    "y = range(1,17)\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "ax.bar(np.arange(16), y, alpha=0.5, width=0.5, color='yellow', edgecolor='red', label='The First Bar', lw=3)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 多边形"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-18T05:57:57.382570Z",
     "start_time": "2020-12-18T05:57:57.217939Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.patches.Polygon at 0x29a915d2970>]"
      ]
     },
     "execution_count": 151,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "x = np.linspace(0, 5 * np.pi, 1000) \n",
    "\n",
    "y1 = np.sin(1*x)\n",
    "\n",
    "y2 = np.sin(x) \n",
    "\n",
    "plt.fill(x, y2, color = \"b\", alpha = 0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-18T05:58:05.309424Z",
     "start_time": "2020-12-18T05:58:05.288481Z"
    }
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 饼图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "matplotlib.pyplot.pie(x, explode=None, labels=None, colors=None, autopct=None, pctdistance=0.6, shadow=False, labeldistance=1.1, startangle=0, radius=1, counterclock=True, wedgeprops=None, textprops=None, center=0, 0, frame=False, rotatelabels=False, *, normalize=None, data=None)\n",
    "\n",
    "x：契型的形状，一维数组。\n",
    "\n",
    "explode：如果不是等于None，则是一个len(x)数组，它指定用于偏移每个楔形块的半径的分数。\n",
    "\n",
    "labels：用于指定每个契型块的标记，取值是列表或为None。\n",
    "\n",
    "colors：饼图循环使用的颜色序列。如果取值为None，将使用当前活动循环中的颜色。\n",
    "\n",
    "startangle：饼状图开始的绘制的角度。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-16T06:49:56.635217Z",
     "start_time": "2020-12-16T06:49:56.511448Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt \n",
    "labels = 'Frogs', 'Hogs', 'Dogs', 'Logs'\n",
    "sizes = [15, 30, 45, 10] \n",
    "explode = (0, 0.1, 0, 0) \n",
    "fig, ax = plt.subplots() \n",
    "ax.pie(sizes, explode=explode, labels=labels, autopct='%1.1f%%', shadow=True, startangle=90) \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 散点图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Axes.scatter(self, x, y, s=None, c=None, marker=None, cmap=None, norm=None, vmin=None, vmax=None, alpha=None, linewidths=None, verts=, edgecolors=None, *, plotnonfinite=False, data=None, **kwargs)\n",
    "\n",
    "x：数据点x轴的位置\n",
    "\n",
    "y：数据点y轴的位置\n",
    "\n",
    "s：尺寸大小\n",
    "\n",
    "c：可以是单个颜色格式的字符串，也可以是一系列颜色\n",
    "\n",
    "marker: 标记的类型\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-16T06:52:08.436606Z",
     "start_time": "2020-12-16T06:52:08.307728Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = [0,2,4,6,8,10] \n",
    "y = [10]*len(x) \n",
    "s = [20*2**n for n in range(len(x))] \n",
    "fig, ax = plt.subplots() \n",
    "ax.scatter(x,y,s=s) \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-18T06:10:24.089061Z",
     "start_time": "2020-12-18T06:10:23.321234Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 648x432 with 18 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "methods = [None, 'none', 'nearest', 'bilinear', 'bicubic', 'spline16',\n",
    "           'spline36', 'hanning', 'hamming', 'hermite', 'kaiser', 'quadric',\n",
    "           'catrom', 'gaussian', 'bessel', 'mitchell', 'sinc', 'lanczos']\n",
    "\n",
    "\n",
    "grid = np.random.rand(4, 4)\n",
    "\n",
    "fig, axs = plt.subplots(nrows=3, ncols=6, figsize=(9, 6),\n",
    "                        subplot_kw={'xticks': [], 'yticks': []})\n",
    "\n",
    "for ax, interp_method in zip(axs.flat, methods):\n",
    "    ax.imshow(grid, interpolation=interp_method, cmap='viridis')\n",
    "    ax.set_title(str(interp_method))\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 对象容器 - Object container"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "对象主要是有这几类：\n",
    "1、Figure对象，也就是画板\n",
    "2、axes或者叫subplot是画纸\n",
    "3、axis叫做坐标轴\n",
    "\n",
    "Figure:其实就是画板\n",
    "axes/subplot:多个坐标轴，组成画纸\n",
    "axis:是单个的坐标轴\n",
    "artist:就是绘图元件，比如线条，文本等\n",
    "多个Artist对象使他们组织成一个整体例如Axis，Axes，Figure对象\n",
    "利用Artist对象进行绘图的流程分为如下三步\n",
    "1.创建Figure对象（弄一块画板）\n",
    "2.为Figure对象创建一个或多个Axes对象（画板上放上纸张）\n",
    "3.调用Axes对象的方法来创建各种简单的Artist对象（纸张上画线条，写文本）"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Figure容器"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "matplotlib.figure.Figure是Artist最顶层的container-对象容器，它包含了图表中的所有元素。一张图表的背景就是在Figure.patch的一个矩形Rectangle。\n",
    "\n",
    "当我们向图表添加Figure.add_subplot()或者Figure.add_axes()元素时，这些都会被添加到Figure.axes列表中。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-18T06:10:54.904908Z",
     "start_time": "2020-12-18T06:10:54.728233Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AxesSubplot(0.125,0.536818;0.775x0.343182)\n",
      "[<AxesSubplot:>, <matplotlib.axes._axes.Axes object at 0x0000029A91128A30>]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax1 = fig.add_subplot(211) # 作一幅2*1的图，选择第1个子图\n",
    "ax2 = fig.add_axes([0.1, 0.1, 0.7, 0.3]) # 位置参数，四个数分别代表了(left,bottom,width,height)\n",
    "print(ax1) \n",
    "print(fig.axes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-18T06:14:14.773113Z",
     "start_time": "2020-12-18T06:14:14.582602Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax1 = fig.add_subplot(211)\n",
    "ax2 = ax2 = fig.add_axes([0.1, 0.1, 0.7, 0.3])\n",
    "\n",
    "for ax in fig.axes:\n",
    "    ax.grid(True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Figure也有它自己的text、line、patch、image。你可以直接通过add primitive语句直接添加。但是注意Figure默认的坐标系是以像素为单位，你可能需要转换成figure坐标系：(0,0)表示左下点，(1,1)表示右上点。\n",
    "\n",
    "Figure容器的常见属性：\n",
    "- Figure.patch属性：Figure的背景矩形\n",
    "- Figure.axes属性：一个Axes实例的列表（包括Subplot)\n",
    "- Figure.images属性：一个FigureImages patch列表\n",
    "- Figure.lines属性：一个Line2D实例的列表（很少使用）\n",
    "- Figure.legends属性：一个Figure Legend实例列表（不同于Axes.legends)\n",
    "- Figure.texts属性：一个Figure Text实例列表"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Axes容器"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "matplotlib.axes.Axes是matplotlib的核心。大量的用于绘图的Artist存放在它内部，并且它有许多辅助方法来创建和添加Artist给它自己，而且它也有许多赋值方法来访问和修改这些Artist。\n",
    "\n",
    "和Figure容器类似，Axes包含了一个patch属性，对于笛卡尔坐标系而言，它是一个Rectangle；对于极坐标而言，它是一个Circle。这个patch属性决定了绘图区域的形状、背景和边框。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-18T06:14:52.326295Z",
     "start_time": "2020-12-18T06:14:52.201806Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111)\n",
    "rect = ax.patch  # axes的patch是一个Rectangle实例\n",
    "rect.set_facecolor('green')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Axes有许多方法用于绘图，如.plot()、.text()、.hist()、.imshow()等方法用于创建大多数常见的primitive(如Line2D，Rectangle，Text，Image等等）。在primitives中已经涉及，不再赘述。\n",
    "\n",
    "Subplot就是一个特殊的Axes，其实例是位于网格中某个区域的Subplot实例。其实你也可以在任意区域创建Axes，通过Figure.add_axes([left,bottom,width,height])来创建一个任意区域的Axes，其中left,bottom,width,height都是[0—1]之间的浮点数，他们代表了相对于Figure的坐标。\n",
    "\n",
    "你不应该直接通过Axes.lines和Axes.patches列表来添加图表。因为当创建或添加一个对象到图表中时，Axes会做许多自动化的工作:\n",
    "它会设置Artist中figure和axes的属性，同时默认Axes的转换；\n",
    "它也会检视Artist中的数据，来更新数据结构，这样数据范围和呈现方式可以根据作图范围自动调整。\n",
    "\n",
    "你也可以使用Axes的辅助方法.add_line()和.add_patch()方法来直接添加。\n",
    "\n",
    "另外Axes还包含两个最重要的Artist container：\n",
    "\n",
    "ax.xaxis：XAxis对象的实例，用于处理x轴tick以及label的绘制\n",
    "ax.yaxis：YAxis对象的实例，用于处理y轴tick以及label的绘制\n",
    "会在下面章节详细说明。\n",
    "\n",
    "Axes容器的常见属性有：\n",
    "- artists: Artist实例列表\n",
    "- patch: Axes所在的矩形实例\n",
    "- collections: Collection实例\n",
    "- images: Axes图像\n",
    "- legends: Legend 实例\n",
    "- lines: Line2D 实例\n",
    "- patches: Patch 实例\n",
    "- texts: Text 实例\n",
    "- xaxis: matplotlib.axis.XAxis 实例\n",
    "- yaxis: matplotlib.axis.YAxis 实例"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Axis容器"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "matplotlib.axis.Axis实例处理tick line、grid line、tick label以及axis label的绘制，它包括坐标轴上的刻度线、刻度label、坐标网格、坐标轴标题。通常你可以独立的配置y轴的左边刻度以及右边的刻度，也可以独立地配置x轴的上边刻度以及下边的刻度。\n",
    "\n",
    "刻度包括主刻度和次刻度，它们都是Tick刻度对象。\n",
    "\n",
    "Axis也存储了用于自适应，平移以及缩放的data_interval和view_interval。它还有Locator实例和Formatter实例用于控制刻度线的位置以及刻度label。\n",
    "\n",
    "每个Axis都有一个label属性，也有主刻度列表和次刻度列表。这些ticks是axis.XTick和axis.YTick实例，它们包含着line primitive以及text primitive用来渲染刻度线以及刻度文本。\n",
    "\n",
    "刻度是动态创建的，只有在需要创建的时候才创建（比如缩放的时候）。Axis也提供了一些辅助方法来获取刻度文本、刻度线位置等等：\n",
    "常见的如下："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-18T06:19:19.680472Z",
     "start_time": "2020-12-18T06:19:19.504942Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x29a9175ea30>]"
      ]
     },
     "execution_count": 162,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "array([-0.5,  0. ,  0.5,  1. ,  1.5,  2. ,  2.5,  3. ,  3.5,  4. ,  4.5])"
      ]
     },
     "execution_count": 162,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "[Text(0, 0, ''),\n",
       " Text(0, 0, ''),\n",
       " Text(0, 0, ''),\n",
       " Text(0, 0, ''),\n",
       " Text(0, 0, ''),\n",
       " Text(0, 0, ''),\n",
       " Text(0, 0, ''),\n",
       " Text(0, 0, ''),\n",
       " Text(0, 0, ''),\n",
       " Text(0, 0, ''),\n",
       " Text(0, 0, '')]"
      ]
     },
     "execution_count": 162,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<a list of 22 Line2D ticklines objects>"
      ]
     },
     "execution_count": 162,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "array([0., 4.])"
      ]
     },
     "execution_count": 162,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "array([-0.2,  4.2])"
      ]
     },
     "execution_count": 162,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXAAAAD4CAYAAAD1jb0+AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAAhUUlEQVR4nO3dd3xV9f3H8deXkLCHQEjCCEM2YYel1ipKBalbW8GFA7TTjp+C1TraWq21P21trQVFrYjUCm5BUBQnSBBIwg57ZDMSQvb9/P5Ifn3QyAi5Jzn3Ju/n45FHknsP97z9enlzcnLO9+vMDBERCT+N/A4gIiI1owIXEQlTKnARkTClAhcRCVMqcBGRMNW4LnfWoUMH6969e13uUkQk7K1evTrHzKKrPl6nBd69e3eSkpLqcpciImHPObfreI/rFIqISJhSgYuIhCkVuIhImFKBi4iEKRW4iEiYOmWBO+fmOOeynHOpxzzWzjm31Dm3tfLzGbUbU0REqqrOEfgLwIQqj80EPjSz3sCHld+LiEgdOmWBm9knwIEqD18GvFj59YvA5d7GEhGpHw4WlPDQ2+vJKyr1/LVreg48xszSASo/dzzRhs656c65JOdcUnZ2dg13JyISXsyMd5PTGf/Ecl76chdfba96HBy8Wr8T08xmAbMAEhMTtXqEiNR7WXlF3PdGKks2ZDKocxteunU0/eNae76fmhZ4pnMuzszSnXNxQJaXoUREwpGZ8e+kvfz23Q2UlAW4Z2I/bj2nB40jaueCv5oW+FvATcCjlZ/f9CyRiEgY2p17lHteT+bztFxG9WjHH64aTI8OLWp1n6cscOfcK8B5QAfn3F7gASqK+1Xn3K3AbuCa2gwpIhKqygPGC1/s5PH3NxPRyPG7yxOYMiqeRo1cre/7lAVuZpNP8NQFHmcREQkrWzPzuXtBMmt2H+L8vtE8fMUgOrVtVmf7r9PpZEVE6oOSsgDPLN/GX5el0aJJBH++diiXDumEc7V/1H0sFbiIyGlI3nuIu19LZlNGPpcM6cSDlwygfcsmvmRRgYuIVENhSTlPfrCF2Z9uJ7pVE2bfmMj4ATG+ZlKBi4icwortucxckMzO3KNMHtWVey7uT+umkX7HUoGLiJxIflEpjy7axMsrdxPfrjnzbhvNWb06+B3rP1TgIiLHsWxTJve+nkpmXhHTvtWDX4zvS7OoCL9j/RcVuIjIMQ4UlPCbt9fzxtr99I1pxd+vH8HQrm39jnVcKnARESpug387OZ0H31pPflEpP7uwNz88rxdRjUN33RsVuIg0eBmHKyaf+mBjJkO6tuWxqwbTN7aV37FOSQUuIg2WmTF/1R5+/+5GSgMB7pvUn5vP7kFEHdwG7wUVuIg0SLtyC5i5IIUvt+cytmd7Hr1qEN3a1+7kU15TgYtIg1IeMJ7/fAePL9lMZKNGPHrlIL4/smud3wbvBRW4iDQYmzMqJp9at+cQF/bvyO8uH0Rsm6Z+x6oxFbiI1HslZQGe/jiNv32URuumkTw1eRjfHRwXlkfdx1KBi0i9tnbPIWa8lszmzHwuH9qJ+y8ZSLsWUX7H8oQKXETqpcKScv60ZDNzPt9BTOumzJmayLh+/k4+5bWgCtw5dycwDXDAbDN70otQIiLB+GJbDjMXpLD7wFGuHxPPjAn9aBUCk095rcYF7pxLoKK8RwElwGLn3LtmttWrcCIipyOvqJRH3tvIK1/toXv75syfPoYxPdv7HavWBHME3h9YYWZHAZxzy4ErgMe8CCYicjo+2JDJvW+kkJ1fzO3f7snPL+xD08jQmnzKa8EUeCrwsHOuPVAIXAwkVd3IOTcdmA4QHx8fxO5ERL4p90gxD769gbfX7adfbCtm35jI4C5t/Y5VJ2pc4Ga20Tn3B2ApcARYB5QdZ7tZwCyAxMREq+n+RESOZWa8uXY/D729noLicn45vg93nHcmkRGhO/mU14L6JaaZPQc8B+Cc+z2w14tQIiIns/9QIfe9kcqyTVkMi6+YfKp3TOhPPuW1YK9C6WhmWc65eOBKYKw3sUREvikQMOZ9tZtHF22iPGDc/90B3HRW97CZfMprwV4HvqDyHHgp8CMzO+hBJhGRb9iRU8DMBcms3HGAc3p14JErB9G1XXO/Y/kq2FMo3/IqiIjI8ZSVB3jusx3879ItNGnciMeuHsw1I7qE/W3wXtCdmCISsjam5zFjQTLJew9z0cAYfntZAh1bh+/kU15TgYtIyCkuK+dvy9J4+uNttG0eydPXDWdiQqyOuqtQgYtISFm96yAzFiSTlnWEK4d35teTBnBGPZl8ymsqcBEJCUdLyvjj+5t54YuddGrTjBduHsl5fTv6HSukqcBFxHefbc1h5sJk9h4s5Kax3bhrQj9aNlE9nYpGSER8c7iwlIff3cCrSXvpGd2Cf98xlpHd2/kdK2yowEXEF++vz+DXb6SSW1DCD887k59e0LveTz7lNRW4iNSp7PxiHnxrPe+mpDMgrjVzpo4koXMbv2OFJRW4iNQJM2Ph1/v4zTsbKCwt566L+jL93J4NavIpr6nARaTW7TtUyK8WprB8SzaJ3c7g0asG06tjS79jhT0VuIjUmkDAmLtyF39YtAkDHrp0IDeM6UajBjr5lNdU4CJSK7ZlH2HmgmRW7TzIuX2i+f0VCXQ5o2FPPuU1FbiIeKqsPMCsT7fz5AdbaRYZwePXDOGq4Z11G3wtUIGLiGfW7z/MjAXJpO7L4+JBsTx46UA6ttLkU7VFBS4iQSsqLeepZVt5Zvl22rWI4pnrhzMhIc7vWPWeClxEgpK08wB3L0hme3YB14zown2TBtCmeaTfsRqEYJdU+zlwG2BACnCzmRV5EUxEQltBccXkUy9+uZPObZvx0q2j+FbvaL9jNSg1LnDnXGfgp8AAMyt0zr0KXAu84FE2EQlRn2zJ5p6FKew/XMhNY7tz10V9aaHJp+pcsCPeGGjmnCsFmgP7g48kIqHGzNiSeYT3UtJZnJrB5sx8zoxuwWt3jGVEN00+5ZcaF7iZ7XPOPQ7sBgqBJWa2pOp2zrnpwHSA+Pj4mu5OROqYmZG6L49FqRWlvT2nAOdgZPd2PHTpQK4d1ZUmjTX5lJ+COYVyBnAZ0AM4BPzbOXe9mc09djszmwXMAkhMTLSaRxWR2hYIGGv2HGRRSgaL12ew92AhEY0cY3u255ZzevCdgTG6LDCEBHMK5UJgh5llAzjnFgJnAXNP+qdEJKSUlQf4aucBFqdm8P76DDLziomKaMQ5vTvw0wt6M75/jJY0C1HBFPhuYIxzrjkVp1AuAJI8SSUitaq0PMAX23JZnJrOkvWZ5BaU0DSyEef16cjEQbGc368jrZvqUsBQF8w58JXOudeAr4EyYA2Vp0pEJPQUlZbz6dYcFqWm88GGTPKKymgRFcG4/jFMTIjlvL7RNI/SlSThJKj/W2b2APCAR1lExGNHS8r4eHM276Wk89GmLApKymndtDHjB8QyMSGWc3p30Co4YUz/3IrUM3lFpSzbmMWi1HSWb8mmqDRA+xZRXDq0ExMT4hh7ZnstolBPqMBF6oGDBSUs3ZDJotR0Pk/LpaQ8QEzrJnw/sSsTEuIY1aMdEZqDu95RgYuEqaz8IpasryjtFdsPUB4wOrdtxk1ndWNCQhzDurbVwgn1nApcJIzsP1TI4tQMFqdmsGrXAcygZ4cW3H5uTyYmxJHQubXm3W5AVOAiIW5XbgGLUjNYlJrBuj2HAOgX24o7L+jNxIQ4+sS0VGk3UCpwkRCUlpXPopSK0t6QngfAoM5tuOuivkxMiKVntBYEFhW4SEgwMzak57G48kg7LesIACO6ncF9k/pz0cBYurbTepLy31TgIj4xM9buOVRxTnt9Brtyj9LIwage7bhx7EAuGhhLTGvNOyInpgIXqUPlAWP1roMsSk3n/dQM9h8uonEjx1m9OnDHt89k/IAYOrRs4ndMCRMqcJFaVlYeYMX2AxWlvT6TnCPFRDVuxLm9o/nld/pyYf8YLUEmNaICF6kFxWXlfJGWy3sp6SzdmMmho6U0i4zg/H7RTEiIY1y/jrTUCjYSJL2DRDxSWFLO8i3ZLE5N58ONWeQXl9GqSWMu6N+RCQlxfLtPNM2iNO+IeEcFLhKEI8VlLNuUxeLUdD7alE1haTltm0cyISGWiYNiObtXB61aI7VGBS5ymg4fLeWDjZksSs3gk63ZlJQF6NCyCVcO78zEhDhG92ynyaKkTqjARaoh90gxSzZUlPYXaTmUBYy4Nk25bnQ8ExPiGNHtDE0WJXUumDUx+wL/OuahnsD9ZvZksKFEQkFmXlHljTXpfLXjAAGD+HbNufWcHkxIiGVIF00WJf4KZkWezcBQAOdcBLAPeN2bWCL+2HPgKO+vr7gbcvWugwD06tiSH53fiwkJsQyI02RREjq8OoVyAbDNzHZ59HoidebQ0RLmfbWbRSkZpOw7DED/uNb8YnwfJibE0jumlc8JRY7PqwK/FnjleE8456YD0wHi4+M92p2INxalpPPrN9eTc6SYIV3bMnNiPyYMjKV7hxZ+RxM5JWdmwb2Ac1HAfmCgmWWebNvExERLStLC9eK/rLwi7n9zPYvXZzCwU2v+cNVgEjq38TuWyHE551abWWLVx704Ap8IfH2q8hYJBWbGa6v38tt3NlBUFmDGhH5M+1YPGuuyPwlDXhT4ZE5w+kQklOw5cJRfvZ7Cp1tzGNn9DB69ajBnal5tCWNBFbhzrjkwHrjdmzgi3isPGP/8cid/fH8zDvjtZQO5bnQ3XQIoYS+oAjezo0B7j7KIeC4tK58ZC1JYvesg3+4Tze+vHETnts38jiXiCd2JKfVSaXmAfyzfxl8+TKN5kwj+93tDuGJYZ13DLfWKClzqndR9h7nrtWQ2pucxaXAcD14ykOhWWiRB6h8VuNQbRaXlPPnBVmZ/up12LaL4xw0juGhgrN+xRGqNClzqhZXbc5m5MIUdOQV8P7Erv7q4v1a5kXpPBS5hLb+olMcWb+alFbvo2q4Zc28dzTm9O/gdS6ROqMAlbH20OYt7F6aQnlfELWf34H8u6kPzKL2lpeHQu13CzsGCEn77zgYWrtlH744tWfCDsxgef4bfsUTqnApcwoaZ8W5KOg+8uZ7DhaX8dFwvfjSul5YskwZLBS5hITOviPveSGXphkwGdW7D3NtG0z+utd+xRHylApeQZma8mrSH3727kZKyAPdM7Met52jyKRFQgUsI2517lJkLk/liWy6je7Tj0asG00PzdIv8hwpcQk55wHjhi508/v5mIho5Hr4igckj4zX5lEgVKnAJKVsy87n7tWTW7jnEuH4defiKBOLaaPIpkeNRgUtIKCkL8MzybTy1bCstmzTmz9cO5dIhnTT5lMhJqMDFd+v2HGLGgmQ2ZeRzyZBOPHjJANq31ORTIqeiAhffFJaU88QHW3j20+1Et2rC7BsTGT8gxu9YImEj2BV52gLPAgmAAbeY2Zce5JJ67sttudyzMJmduUeZPCqeey7uR+ummnxK5HQEewT+Z2CxmV1duTp9cw8yST2WV1TKo4s2MW/lbrq1b868aaM560xNPiVSEzUucOdca+BcYCqAmZUAJd7Ekvpo2aZMfrUwlaz8IqZ9qwe/GN+XZlG6DV6kpoI5Au8JZAPPO+eGAKuBO82s4NiNnHPTgekA8fHxQexOwlXukWJ+884G3ly7n74xrXjmhhEM7drW71giYS+Y+5EbA8OBv5vZMKAAmFl1IzObZWaJZpYYHR0dxO4k3JgZb67dx/gnPuG9lHR+dmFv3v7JOSpvEY8EcwS+F9hrZisrv3+N4xS4NEzphwu57/VUPtyUxZCubXnsqsH0jW3ldyyReqXGBW5mGc65Pc65vma2GbgA2OBdNAlHgYAxf9UeHnlvI6WBAPdN6s/NZ/cgQrfBi3gu2KtQfgK8XHkFynbg5uAjSbjamVPAzIXJrNh+gLE92/PoVYPo1l6TT4nUlqAK3MzWAoneRJFwVR4w5ny2gz8t3Uxko0Y8euUgvj+yq26DF6lluhNTgrIpI48ZryWzbu9hLuzfkd9dPojYNk39jiXSIKjApUaKy8r520fbePqjNNo0i+SpycP47uA4HXWL1CEVuJy2NbsPMmNBMlsyj3D50E7cf8lA2rWI8juWSIOjApdqO1pSxp+WbGHO5zuIbd2UOVMTGddPk0+J+EUFLtXyRVoOMxemsPvAUa4fE8+MCf1opcmnRHylApeTOlxYyiPvbWT+qj10b9+c+dPHMKZne79jiQgqcDmJpRsyue+NFLLzi7n92z35+YV9aBqpyadEQoUKXL4h50gxD761nneS0+kX24rZNyYyuEtbv2OJSBUqcPkPM+ONtft46O0NHC0u55fj+3D7t88kqnEwc56JSG1RgQsA+w8Vcu/rKXy0OZth8RWTT/WO0eRTIqFMBd7ABQLGy1/t5g+LNlEeMO7/7gBuOqu7Jp8SCQMq8AZsR04BMxYk89WOA5zTqwOPXDmIru20Kp5IuFCBN0Bl5QGe/WwHTyzdQlTjRjx21WCuSeyi2+BFwowKvIHZsD+PuxesI3VfHt8ZEMNvL08gprUmnxIJRyrwBqK4rJy/Lkvj7x9vo23zSP42ZTgXD4rVUbdIGFOBNwCrd1VMPpWWdYQrh3fm15MGcIYmnxIJe0EVuHNuJ5APlANlZqbFHUJIQXEZjy/ZzAtf7KRTm2a8cPNIzuvb0e9YIuIRL47AzzezHA9eRzz06dZs7lmYwt6Dhdw4tht3T+hHyyb6gUukPtHf6HrGzPjTki389aM0enZowau3j2VUj3Z+xxKRWhBsgRuwxDlnwD/MbFbVDZxz04HpAPHx8UHuTk7GzHj43Y08+9kOvpfYhd9clqDJp0TqsWAL/Gwz2++c6wgsdc5tMrNPjt2gstRnASQmJlqQ+5MTCASMh95ez4tf7uKmsd148NKBusJEpJ4LapYiM9tf+TkLeB0Y5UUoOT2BgHHvGym8+OUubjunh8pbpIGocYE751o451r9/9fAd4BUr4JJ9ZQHjLteS+aVr/bww/PO5N5J/VXeIg1EMKdQYoDXK8uiMTDPzBZ7kkqqpaw8wC//vY431+7nZxf25s4Lequ8RRqQGhe4mW0HhniYRU5DaXmAn81fy7sp6dx1UV9+dH4vvyOJSB3TZYRhqLisnB/PW8PSDZnce3F/pp3b0+9IIuIDFXiYKSot5wdzV/PR5mwevGQAU8/u4XckEfGJCjyMFJaUM/2lJD7dmsPvrxjElNG6rl6kIVOBh4mC4jJufXEVK3cc4LGrB/O9xK5+RxIRn6nAw0B+USk3P7+Kr3cf5InvDeXyYZ39jiQiIUAFHuIOF5Zy05yvSNl3mKcmD2fS4Di/I4lIiFCBh7CDBSXcMGclmzPyefq64Vw0MNbvSCISQlTgISr3SDHXPbuS7TkF/OOGEYzrF+N3JBEJMSrwEJSVX8R1s1ey+8BRnr0xkXP7RPsdSURCkAo8xGQcLmLK7BWkHy7i+ZtHctaZHfyOJCIhSgUeQvYdKmTK7BXk5Bfz4i2jtBCDiJyUCjxE7DlwlGtnrSCvqJSXbhvN8Pgz/I4kIiFOBR4CduQUMGX2Co6WlDPvtjEM6tLG70giEgZU4D5Ly8pnyuyVlAWMV6aNYUCn1n5HEpEwoQL30eaMfK57dgXgmD99DH1iWvkdSUTCSFBLqgE45yKcc2ucc+94EaihWL//MNfO+pJGTuUtIjUTdIEDdwIbPXidBiN57yGmzF5Js8gIXr19LL06tvQ7koiEoaAK3DnXBZgEPOtNnPpv9a6DXDd7Ja2aNuZft4+le4cWfkcSkTAV7BH4k8DdQOBEGzjnpjvnkpxzSdnZ2UHuLryt3J7Ljc+tpH3LKF69fSxd2zX3O5KIhLFgVqX/LpBlZqtPtp2ZzTKzRDNLjI5uuLeEf5GWw9TnVxHTpin/un0sndo28zuSiIS5YI7AzwYudc7tBOYD45xzcz1JVc8s35LNzS+somu7Zvxr+lhiWjf1O5KI1AM1LnAzu8fMuphZd+BaYJmZXe9Zsnriw42ZTHsxiZ7RLXll2hiiWzXxO5KI1BO6DrwWLU7N4CevfE3/uNb885ZRtG0e5XckEalHPClwM/sY+NiL16ov3l63n5/9ay2Du7ThxVtG0bpppN+RRKSe8eI6cKni9TV7uXP+GobHt+WlW0ervEWkVugUisdeXbWHGQuTGdOjPc9NTaR5lIZYRGqHjsA9NHfFLu5ekMw5vTowZ+pIlbeI1Co1jEee/3wHD729gXH9OvL0dcNpGhnhdyQRqedU4B6Y9ck2fv/eJi4aGMNTk4cT1Vg/2IhI7VOBB+mvy7by+JItTBocx5PfH0pkhMpbROqGCryGzIwnPtjKXz7cyhXDOvPHqwfTWOUtInVIBV4DZsYfFm/mmeXbuGZEFx69ajARjZzfsUSkgVGBnyYz43fvbuS5z3YwZXQ8v7ssgUYqbxHxgQr8NAQCxoNvr+efX+5i6lndeeCSATin8hYRf6jAqykQMH71egrzV+1h+rk9uWdiP5W3iPhKBV4N5QHj7teSWfD1Xn58fi9++Z0+Km8R8Z0K/BTKygP84tV1vLVuP78Y34efXtDb70giIoAK/KRKywPcOX8N76VkcPeEvvzwvF5+RxIR+Q8V+AkUl5Xzo5fX8MHGTO6b1J/bvtXT70giIv9FBX4cRaXl3DF3NR9vzuY3lw3kxrHd/Y4kIvINNS5w51xT4BOgSeXrvGZmD3gVzC+FJeVM+2cSn2/L4ZErBzF5VLzfkUREjiuYI/BiYJyZHXHORQKfOecWmdkKj7LVuYLiMm55YRWrdh7gj1cP4eoRXfyOJCJyQjUucDMz4Ejlt5GVH+ZFKD/kF5Vy8/OrWLPnEE98fyiXDe3sdyQRkZMKavYl51yEc24tkAUsNbOVx9lmunMuyTmXlJ2dHczuas3ho6Vc/9xXrN1ziKcmD1N5i0hYCKrAzazczIYCXYBRzrmE42wzy8wSzSwxOjo6mN3VioMFJUx5dgUb9h/m6euGc/GgOL8jiYhUiyfzn5rZISpWpZ/gxevVlZwjxUyevYKtWUeYdWMi3xkY63ckEZFqq3GBO+einXNtK79uBlwIbPIoV63Lyiti8qwV7MwtYM5NIzm/b0e/I4mInJZgrkKJA150zkVQ8Q/Bq2b2jjexalfG4SKmzF5BRl4Rz08dxdgz2/sdSUTktAVzFUoyMMzDLHVi78GjTJm9kgMFJfzzllEkdm/ndyQRkRppUHdi7s49yuTZK8grKuWlW0cxLP4MvyOJiNRYgynwHTkFTJm9gsLScl6ZNoaEzm38jiQiEpQGUeBpWflMnr2S8oDxyrQx9I9r7XckEZGg1fsC35SRx3WzV+KcY/70MfSJaeV3JBERT9TrAk/dd5gbnltJVONGzJs2hjOjW/odSUTEM/W2wNftOcQNz62kVdNI5k0bTbf2LfyOJCLiqXpZ4Kt3HWDqnFW0bRHJvNvG0LVdc78jiYh4rt4V+Mrtudz8wipiWjfl5dtG06ltM78jiYjUinpV4J+n5XDri6vo3LYZr0wbQ8fWTf2OJCJSa+pNgX+8OYvbX1pN9/YtmHvbaKJbNfE7kohIraoXBf7Bhkx++PLX9OrYkrm3jaZdiyi/I4mI1DpPppP10+LUdO6Yu5r+ca14ZdoYlbeINBhhXeBvrdvPj+atYXCXNrx022jaNI/0O5KISJ0J21MoC7/ey//8ex2J3dsxZ+pIWjYJ2/8UEZEaCcvWe3XVHmYsTGZsz/Y8e1MizaPC8j9DRCQoYXcK5aUVu7h7QTLn9o5mztSRKm8RabCCWVKtq3PuI+fcRufceufcnV4GO545n+3g12+kcmH/jsy6cQRNIyNqe5ciIiErmMPXMuCXZva1c64VsNo5t9TMNniU7b/8Y/k2Hlm0iQkDY/nL5GFENQ67Hx5ERDxV4xY0s3Qz+7ry63xgI9DZq2DH+ttHaTyyaBOXDOnEU1NU3iIi4NE5cOdcdyrWx1x5nOemO+eSnHNJ2dnZNXr9Hh1acM2ILjzxvSFERqi8RUQAnJkF9wLOtQSWAw+b2cKTbZuYmGhJSUlB7U9EpKFxzq02s8Sqjwd1OOuciwQWAC+fqrxFRMRbwVyF4oDngI1m9r/eRRIRkeoI5gj8bOAGYJxzbm3lx8Ue5RIRkVOo8WWEZvYZ4DzMIiIip0GXdIiIhCkVuIhImFKBi4iEKRW4iEiYCvpGntPamXPZwK4a/vEOQI6HcbyiXKdHuU6Pcp2eUM0FwWXrZmbRVR+s0wIPhnMu6Xh3IvlNuU6Pcp0e5To9oZoLaiebTqGIiIQpFbiISJgKpwKf5XeAE1Cu06Ncp0e5Tk+o5oJayBY258BFROS/hdMRuIiIHEMFLiISpkKuwJ1zE5xzm51zac65mcd53jnn/lL5fLJzbniI5DrPOXf4mJkZ76+DTHOcc1nOudQTPO/XWJ0qV52PVeV+T7kQtx9jVs1cfry/mjrnvnLOravM9dBxtvFjvKqTy5f3WOW+I5xza5xz7xznOW/Hy8xC5gOIALYBPYEoYB0woMo2FwOLqJgJcQywMkRynQe8U8fjdS4wHEg9wfN1PlbVzFXnY1W53zhgeOXXrYAtIfL+qk4uP95fDmhZ+XUkFUsmjgmB8apOLl/eY5X7/gUw73j793q8Qu0IfBSQZmbbzawEmA9cVmWby4B/WoUVQFvnXFwI5KpzZvYJcOAkm/gxVtXJ5Qur3kLcdT5m1cxV5yrH4Ejlt5GVH1WvevBjvKqTyxfOuS7AJODZE2zi6XiFWoF3BvYc8/1evvlGrs42fuQCGFv5Y90i59zAWs5UHX6MVXX5OlbuxAtx+zpmJ8kFPoxZ5emAtUAWsNTMQmK8qpEL/HmPPQncDQRO8Lyn4xVqBX68BSKq/stanW28Vp19fk3FfAVDgKeAN2o5U3X4MVbV4etYuYqFuBcAPzOzvKpPH+eP1MmYnSKXL2NmZuVmNhToAoxyziVU2cSX8apGrjofL+fcd4EsM1t9ss2O81iNxyvUCnwv0PWY77sA+2uwTZ3nMrO8//+xzszeAyKdcx1qOdep+DFWp+TnWLlTL8Tty5idKpff7y8zOwR8DEyo8pSv77ET5fJpvM4GLnXO7aTiNOs459zcKtt4Ol6hVuCrgN7OuR7OuSjgWuCtKtu8BdxY+dvcMcBhM0v3O5dzLtY55yq/HkXF2ObWcq5T8WOsTsmvsarc56kW4q7zMatOLj/GzDkX7ZxrW/l1M+BCYFOVzfwYr1Pm8mO8zOweM+tiZt2p6IhlZnZ9lc08Ha8ar4lZG8yszDn3Y+B9Kq78mGNm651zd1Q+/wzwHhW/yU0DjgI3h0iuq4EfOOfKgELgWqv8tXNtcc69QsVv2zs45/YCD1DxCx3fxqqauep8rCr9/0LcKZXnTwF+BcQfk82PMatOLj/GLA540TkXQUUBvmpm7/j997Gaufx6j31DbY6XbqUXEQlToXYKRUREqkkFLiISplTgIiJhSgUuIhKmVOAiImFKBS4iEqZU4CIiYer/AM9MUjCvaDI/AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 不用print，直接显示结果\n",
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "InteractiveShell.ast_node_interactivity = \"all\"\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "x = range(0,5)\n",
    "y = [2,5,7,8,10]\n",
    "plt.plot(x, y, '-')\n",
    "\n",
    "axis = ax.xaxis # axis为X轴对象\n",
    "axis.get_ticklocs()     # 获取刻度线位置\n",
    "axis.get_ticklabels()   # 获取刻度label列表(一个Text实例的列表）。 可以通过minor=True|False关键字参数控制输出minor还是major的tick label。\n",
    "axis.get_ticklines()    # 获取刻度线列表(一个Line2D实例的列表）。 可以通过minor=True|False关键字参数控制输出minor还是major的tick line。\n",
    "axis.get_data_interval()# 获取轴刻度间隔\n",
    "axis.get_view_interval()# 获取轴视角（位置）的间隔"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-18T06:19:55.841178Z",
     "start_time": "2020-12-18T06:19:55.703547Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure() # 创建一个新图表\n",
    "rect = fig.patch   # 矩形实例并将其设为黄色\n",
    "rect.set_facecolor('lightgoldenrodyellow')\n",
    "\n",
    "ax1 = fig.add_axes([0.1, 0.3, 0.4, 0.4]) # 创一个axes对象，从(0.1,0.3)的位置开始，宽和高都为0.4，\n",
    "rect = ax1.patch   # ax1的矩形设为灰色\n",
    "rect.set_facecolor('lightslategray')\n",
    "\n",
    "\n",
    "for label in ax1.xaxis.get_ticklabels(): \n",
    "    # 调用x轴刻度标签实例，是一个text实例\n",
    "    label.set_color('red') # 颜色\n",
    "    label.set_rotation(45) # 旋转角度\n",
    "    label.set_fontsize(16) # 字体大小\n",
    "\n",
    "for line in ax1.yaxis.get_ticklines():\n",
    "    # 调用y轴刻度线条实例, 是一个Line2D实例\n",
    "    line.set_color('green')    # 颜色\n",
    "    line.set_markersize(25)    # marker大小\n",
    "    line.set_markeredgewidth(2)# marker粗细\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Tick容器"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "matplotlib.axis.Tick是从Figure到Axes到Axis到Tick中最末端的容器对象。\n",
    "Tick包含了tick、grid line实例以及对应的label。\n",
    "\n",
    "所有的这些都可以通过Tick的属性获取，常见的tick属性有\n",
    "- Tick.tick1line：Line2D实例\n",
    "- Tick.tick2line：Line2D实例\n",
    "- Tick.gridline：Line2D实例\n",
    "- Tick.label1：Text实例\n",
    "- Tick.label2：Text实例\n",
    "\n",
    "y轴分为左右两个，因此tick1对应左侧的轴；tick2对应右侧的轴。\n",
    "x轴分为上下两个，因此tick1对应下侧的轴；tick2对应上侧的轴。\n",
    "\n",
    "下面的例子展示了，如何将Y轴右边轴设为主轴，并将标签设置为美元符号且为绿色："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-18T07:02:16.410300Z",
     "start_time": "2020-12-18T07:02:15.865652Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZEAAAD4CAYAAAAtrdtxAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAABJ/klEQVR4nO29eXwb533n/34A8AJPgKREUSQl2/IhS7ZkSXGc241dWcl27aS/3E3stG69Sbdt8ks2bbptiiBO0yZNm+22SZvDrpO0TdNm28RtbStOYzvbHD5FypZl+ZBkkiJFUiRxECQAAnj2j5kBIQogccwMBuDzfr30CjmYB/MEBuc73+Pz/QopJQqFQqFQlIOr2htQKBQKRe2ijIhCoVAoykYZEYVCoVCUjTIiCoVCoSgbZUQUCoVCUTaeUk7u6emR27dvt2grCoVCUZ88+eST56SUvdXehxWUZES2b9/OE088YdVeFAqFoi4RQrxc7T1YhQpnKRQKhaJslBFRKBQKRdmUFM5SKBQKhTWIoNgOXC8D8h7999cD/wu4GniXDMjv5Jx7G/D7+q+flgH5df34RcA/AH7gKeB9MiCTea5V0fpclCeiUCgUVUYExQeBw8CdIigeFkHRB4wC7wf+ftW5fiAAvBK4FgiIoPDpL38W+IIMyEuBeeD2PNeqaP1qlBFRKBSKKiKCoh0IArcCn0AzHDEZkKdlQB4FMquW3AQ8KANyTgbkPPAgcEgEhQDeCBgey9eBt+S5ZKXrz2PdcJYQ4g7gDoChoaH1TlcoFApFaWSARqADQAbk6XXO3wqM5fw+rh/rBkIyIFOrjpu9/jzW9USklF+RUh6QUh7o7a3LMmeFQqGoGjIgY2heyGfQwlmfF0HhXWOJyPc2axw3e/15qHCWwnKOjod49ORstbehUDgWGZD3Am8HPgf0Ah9d4/RxYDDn9wFgAjgHdImg8Kw6bvb681BGRGEpPzs5y9v/+qf82jeeIJFKV3s7CoXjEEHRJoJim/5rFDgOtK+x5DBwUASFT0+IHwQOy4CUwEPA2/TzbgO+Z8H681BGRGEZw2Mhbr/ncbyNbiLxFI+cmKn2lhQKJ9IAfBktoR0A3gT8uQiKV4igGEfzUL4sguIYgAzIOeBO4HH936f0YwC/A3xEBMWLaDmOuwBEUBwQQfG1ctevhShlsuGBAwekanuiKIbjkxHe9ZWf0dnSwLfuuI6b/+I/ue6Sbr74nn3V3ppCYTtCiCellAfWPGeVTqRW2BCeyO985yiffeC5am9jw3ByZoH33fUYLQ1u/u5XX8nWrhZ+4eot/ODZKaLx5WpvT6FwKiFguMp7KJkNYUR+dmqWn6nEri2Mzy/y3q89ipSSv/3VVzLo14pMbt67lUQqw/ePTVV5hwqFM5EBGZIBOVztfZTKhjAicwtJzi0kqr2Numc6Eue9X3uUaCLFN26/lh2b2rKv7RvqYtDfwvdG1i32UCgUNUTdG5FEKk00keJcdM32L4oKmY8led9djzEdTXDPL1/Lrv7O814XQnDLnq385wszzESVQVco6oW6NyLzMS0Gv7ScZjGZWudsRTlE48vc9jePcWo2xldvPcD+bb68592yt5+MhH8/qrwRhaJeqHsjkhvGUt6I+Swl09x+zxM8OxHhS+/Zx2t29BQ899LN7ezc0qFCWgpFHVH3RmQutmI4ZlRexFQSqTT/7W+f5PGX5/izd+7lxis3r7vmLXv7OTIa4uXZmA07VCgUVrOhjIhKrptHKp3hQ98a5kfPz/DHv3gVN+/pL2rdf9XPu3dYeSMKRT1Q90ZkVhkR08lkJL/9f47ywLGzfOIXruSdryi+u3N/VwvXXuTnu8NnKEXoqlAonEndG5G5WAK3S2tOqXIilSOlJHDvMf75qTN85Ocv4/bXXlTye7xl71ZemolxbCJiwQ4VCnP556fGeftf/4SFhCrMyccGMCJJfN5GurwNyhOpECkln33gBN/82cvc8fqL+c037ijrfd60u48Gt+BelWBX1AAvTC8wPBbC2+Cu9lYcSd0bkdmFJN2tjfS0NSkjUiFfevgl/vqRl/ilVw7xu2+6AiHyjR9YH19rI2+4rJd7hydIZ1RIS+FspiJxNrU343KV932vd+reiMzFkvhbG+lpa1RGpAL+5sen+JPDJ3jrNVu585bdZRsQg1v2buVsJM5jp+bWP1mhqCLTkQS97U3V3oZjqXsjMhtL0t1meCIqJ1IO945MEPzXZzl45Wb+5G1Xm/JEduPOzbQ2url35IwJO1QorGM6GmdzhzIihah/I7KQWAlnqXYbZfGtR0fZsamNv3jPNXjc5nxlWhrd3LSrj38/OqmGVSkczVQkweaO5mpvw7HUtRFZTmeIxFP4W5vobW8imkgRX1Y3rFKZCC+xc0sHTR5zE4s37+1Xw6oUjia+nCa8tKyMyBrUtRGZ1zUi/jYtJwJKK1IqUkomw3H6O83/I3rtjh66WxtVGxSFYzGahaqcSGHq2ogYQsPu1ka6W7UvgcqLlMZsLEkylaG/q8X09/a4XWpYlcLRTEXiAMoTWYO6NiJGyxN/ayM9+pOEyouUxkRoCYAtFngioIZVKZzNVES7X6jEemHq2ojkeiJGOGs2poxIKUyEtCcxKzwRWBlW9d1hVaWlcB7TUe37v6ldeSKFqGsjMqfnP/x6dRaocFapTIat9USMYVU/fvGcGlalcBxTkQQNboHP21DtrTiWujYis7EkLgFd3kaaG9y0N3nUjapEJkJLNHlc+FsbLbuGGlalcCrTulq9UnFtPVP3RsTnbcw2YOxpV61PSmUiHKe/q8XSPyJjWNV3VXt4hcOYjibYpPIha1LXRmRuIXneE7RqfVI6k6Ely0JZubxlbz/DY2pYlcJZTEXibFb5kDWpbyMSW21EVOuTUpkMx9nSaU1SPRc1rErhRKYiquXJetS1EZmNJehuW21ElCdSLKl0hqlInK1d1j+JqWFVCqcRX04TiafYpDQia1LXRiSfJxJaXGY5nanirmqHqWiCjIQtFpX3rkYNq1I4iWldI7JJqdXXpG6NSDojCS0t429d+QL0tOtaERXSKopJi4WGqzGGVX1PaUYUDmAqqtTqxVC3RmR+MYmUmtDQYEUrokJaxTARtlZouJrssKoRNaxKUX2ynojKiaxJ3RoRw9tYnRMBmKkxIxJfTlel+7DVLU/yccverUxFEmpYlaLqZPtmqeqsNalfIxJbUasb9LbVZv+sD/3DEX7j74/Yft3J0BLtzR7am+1T6964czPeRrcKaSmqzlQ0TqPbRZdSq69J3RqRuWzfrAtzIrVU5pvJSH7y4izHJsK2X3siHKffhvLeXIxhVfc9rYZVKarLjD4WV6nV18ZT7Q1YRW4HXwNvo4eWBndN5UROnlsgmkixkEyRSKVNHwy1FpPhJfptKO9dzS17+/mXI2d45MQMB3f12X59hQI0T8ROjYgIiu3A9TIg79F/HwK+DnQBbuDjMiDv01+7Dfh9femnZUB+Pc/7NQHfAPYDs8A7ZUCeLnZ9sdStJ2LkRFY3Tutpb2S2hozIkdEQAFLCmfklW689EYrbVt6bS3ZYlRIeKqqInWNxRVB8EDgM3CmC4mERFH1oN/l/lAF5DfAu4Ev6uX4gALwSuBYIiKDw5Xnb24F5GZA7gC8Any1xfVHUrRGZiyXp8jZcMBO81lTrI+Oh7M9jNhqR+HKauVjSkomG65EdVnVcDatSVA+t+aL1nogIinYgCNwKfAJ4PxADJNChn9YJGE9VNwEPyoCckwE5DzwIHMrz1regeTIA3wFuEEEhSlhfFOsaESHEHUKIJ4QQT8zM1M4s7NVCQ4NaU60Pj4W4uLcVgLG5RduuO6mX99rR8iQfaljVCl986EVu+eKPq72NDcVS0la1egZoRDcYMiBPy4CMAp8E3iuCYhy4D/hN/fytwFjO+nH92Gqy58mATAFhoLuE9UWxrhGRUn5FSnlASnmgt7e33OvYzmwscZ5GxKCWjEh8Oc1zk1EOXtlHo9vF2LyNRkQv77VLI7IaNaxqhR8+N83IWKgqZd4blWkbhYYyIGNoXshn0MJZnxdB4QXeDdwjA3IAeDPwTREULiBfpj+fsKrQecWuL4q6DmflVmYZ9LY1MhdL1oSY7dhEmFRGsm+oi62+Fsbn7AtnnckakerUyKthVRqpdCZbmWfodhTWMx21t+WJDMh7gbcDnwN6gY+i5TT+UX/9p0Az0IPmOQzmLB9gJdSVS/Y8ERQetJDYXAnri6JujcjsQhJ/Wx5PpL2JjFyp3nIyw2PazWPvUBcDvhZ7PRE9nNVXhZyIgTGs6t828LCq56cWiC9rvd7GbS6s2MhkhYY2eCIiKNpEUGzTf40Cx4F2YBS4QT9nJ5oRmUFLwB8UQeHTE+IH9WOruRe4Tf/5bcAPZUDKEtYXRV2W+GYykvnFZMFwFmitT3od3lhteCzE1q4WNrU3M+j38szTk7ZdezK8RE9bo60lxasxhlV9b3iCX37NRVXbRzU5mlNYoYyIfUzpLU9sKvFtAL6M5mV0oxmP96B5Dl8VQfH/o4Wb3q8bgTkRFHcCj+vrPyUDcg5ABMWngCd0z+YutBDYi2geyLsAZEAWXF8OdWlEQkvLZCQFE+tQG/2zhsfm2TPYCcCgz8v84jLR+LItCvIzoXjV8iG5vGVvP390/3O8PBtjW3drtbdjOyPjYdqbPcSX07Z6ohud6WicRo+Lzhbr/9b0CqlDq3UiwBngNQXW3A3cnef4H+T8HEcLkRW9vhzqMpw1l6fliUFPm6Fad7YRmV1IMDa3xN7BLgAG/doNfcymvIhdEw3XwxhWtVE1I0fHQ+wZ6KK/q0V5IjYyHUmwyX61eggYtvOCZlCXRiTbfDFPYr2n3eif5eyciKEP2TPQBWieCGDb06hdEw3XwxhWdZ+NoTynEF9Oc+JslKsHOhn0eRlXnohtaBMN7X2IkgEZkgE5bOtFTaAujUi+licG7U0eGj0ux3siw2NhXAKuGtDCWUN+3YjYoBWJxJdZSKSqVpm1mtft6OG5s1HCSxtLePjsZIRURnL1gFZYoTwR+5iOJtQwqiKpSyMyG7uwDbyBEILetibHt4MfHgtx2eZ2vI1a2qrL20Bbk8eWG8lElTUiq9m/TevIMDwWqu5GbOao/v93z2AnA74WZqIJpRWxiWp4IrVKXRoRwxPxeS80IqDlRZzc+kRKychYiGuGurLHhBBama8NnshkqLpq9dXsGezCJeDJl+ervRVbOToepre9ib6OZgb0cKbyRqxnKZkmGk+pYVRFUpdGZHYhQUezFrbKR3dbk6NnipyeXSS8tJzNhxgM+r2M2mBEJsLVFRquprXJwxV9HTy1wYzIyHiIPQOd2QcIQOVFbMBQq29Sw6iKoj6NSCxJd1vhpwjNE3GuERnRwxh7czwRQE+uLiGltWr7yVAct0s46o9o37YuhsdCNdFpwAyi8WVOnotxtVFY4VeeiF3YrBGpeerSiBRqvmjQ09bEXCxJxqE3pOGxEN5GN5duaj/v+KC/haXltOWhuInQEn0dzbhdzhnGs3+bj4VEiuenotXeii08fSaMlHC1XljR29Zke/+0jYqdavV6YMMakVRGOrbaZ3gsxFVbOy+4iWcrtCy+kUyEnaERyWX/kB+Ap0Y3Rkjr6LjW8sbwRFwuofVPU56I5djdN6vWqUsjMhvL3/LEIKsVcWBIK5FK8+xEJCsyzGXQpjLfyXB1hlGtxaC/hZ62xg2TXD86HmLQ33Lew5Aq87WH6Yh9avV6oO6MiJSS+XU9Ee01J5b5PjcZJZnO5DUiK8lV624kmYxkMhx3TFLdQAjBviHfhkmuj4yFs16IwYDPyxkVzrIcrbxXzVYvlrozIpGlFKmMXNOI9Gb7ZzmvzHc4qw3ouuA1b6OHnrZGRmetu5HMxpIkUxn6HVLem8v+bT5Ozy7W1HjjcphdSHAmtMQePR9iMOBr4dxCksVkqko72xhoQkNnPUQ5mbozIrN636yeNauzjNYnzrsZDY+F2NTeVDAnMeDzWpoTmdTLe52WEwHYp4sOn9Lnztcrq/MhBoYnekaFtCzF8EQUxVGHRqRwyxODzpYGPC7hyJzIyFiIvYNdBV3pQb+1RmRCFxo6Ra2ey1VbO2lwi7rPi4yMhxACdm9d7YmoMl870JovOu8hyqnUnxFZWN+IuFyCbgdqRcKLmjYgXyjLYMjfwkQoTiqdsWQPk2FntTzJpbnBza7+zrqv0Do6HmZHbxttTedPajA6OSvBoXUsJlNEE0qtXgp1Z0Tm1uiblYs2a91ZORGjc+81axiRQZ+XtJ78toKJ0BJNHhc+rzMrU/YN+RgZC7FskRGtNlJKjo6HLghlgZbLa/K4GFOeiGVMG0JD5YkUTR0akcKzRHLRjIizPJHhMS2McdWqhGougxZrRSbC2jAqp1am7N/mI5HK8OxEpNpbsYSJcJxzC8nsMLJchDC0IsoTsQolNCydujMis7EkbU2edce69jiwf9bIWIgdvW1rTi405oqMWzScyinDqAqxb1sXUL+iQ6Nzbz5PBLS8iMqJWMdUVLU8KZW6MyLrqdUNetq1Tr5W96EqFiklw2OhNfMhAFu6mnEJLGvEOOGQsbiF2NLZQn9nc90m10fGwzS4BTu3tOd9fVAJDi1lOqKaL5bKxjUirU0k0xkicWfU3I/PLzEbS+YVGebS4HaxpbPFknBWKp1hOhqn38GeCGilvvUqOjw6HuKKvo6CnvSAz8tcLEks4Yzvbb0xHU3Q5HHR0eJZ/2QFUIdGZHYhmVWkr0VPu7NmrRsiw/WMCGhVOla0PpmKJshIHNfyZDX7t/mYCMezlWT1QiYjeXo8nG26mA87uhZsZIxhVE7NCTqR+jMisURxnoguOJx1SIXWyFiIJo+Ly/vyhzFyGfJ7LanQmQw5V2iYy74hXXT4csiW6504G+Wh56Ytv86p2RjRROqCOTK5qLki1qJpRFQ+pBTqyohIKfVw1vpfgqxq3UGeyO6tnTS41/9PMujzWjIq9YxuRLY63BO5sr+D5gaXbXmRwL3P8IG/fdLydiNH9RLvq/NUZhmouSLWMhVVY3FLpa6MSDSRYjkt1+zga+AkI7KczvDMRLioUBbk3kjMfRo1tCdOD2c1uF1cPdBlS4XWXCzJY6fmSKQyPHJixtJrjYyFaWlws6O3reA53a2NNDe4bBmTvBGZjiSU0LBE6sqIzBWhVjfwtzbiEs7on3XibJT4cmbdyiwDQ7lsdoXWZGiJ9mbPBUppJ7JvyMexibDp3thqfnB8ioyERreLB46dtfRaR8dD7N7agWcNb1QblVtbZb4z0QQ/fWm22ttYl1gixUIipSqzSqSujEi2b1YRiXW3S+BvbWTGATkRI6m+llI9F0MrMmayVmQiHHd8KMtg/zYfy2nJ02fCll7n+8fOsrWrhbdc088Pj0+TSFljtJbTGY5NRArqQ3IZ8LUwHqodT+TLj7zErXc/6vguA9NKI1IWdWVEsi1PivBEwDmq9ZGxEP7WxmzSdD162/X2FyZ7IhMOFxrmsk+fP29lqe9CIsWPXjjHwV2bedPuLUQTKX7yojVP1M9PRUmkMmtWZhnU2nCqF6YXWE5LJkLO3rNSq5dHnRmR4lqeGDjFiAyv07l3NUIIS7r5OnGiYSG625rY3u21NLn+yIkZkqkMN+3q49U7umlr8vDAM9aEtIz272tVZhkM+ryEFpeJxp053nk1p87FAOsEsmahxuKWR10ZkdmsJ1Lcl6DHAZ18o/FlXpxZKDqpbjDoazE1nBVfTjMXSzpeaJjLvm0+nhoNWdZ14PCxs3S3NvKK7X6aPG7eeMUmHjw+ZUkH5aPjITpbGtjW7V333FpqCZ9IpbMFII43IoZaXXkiJVFXRmRuIYm30U1L49p9swy0/lnVzYk8PR5GyvyTDNdi0O9lbG7RtBuoUZnl5JYnq9m/zce5hYTpuSGAZCrDQ89Nc+POzbhdmod4aHefVq11es7062njcDuL8kZrSXA4OrtIRv+KOt2ITEXiNDe46Gh2fmGJk6grIzJbZMsTg572JpaW01VtITGsawNWj0Jdj0Gfl2giRXjJnJDGRFZoWDtGxBAdPjlq/k39Jy+dI5pIcdPuzdlj11/eS5PHxWGTQ1rx5TQnpqJF5UOgtgSHJ/VQltslHF+WbIzFVWr10qg7I1JsUh2coRUZHg1xUU8rXd7i9w0rZb5mPYUbRqS/q3Zc+cs2t9PW5LFEuX742BStjW5efUlP9pi30cMbLuvl8LEpMhnzQmjHJiKkM7KoyizQcn7eRrclHpjZnJzRjMg1g1014YmoyqzSqSsjMldkyxMDo8dWNY3IyHio5HwIrMTFzUquG+GsvhrKibhdgmuGukxPrqczkgefPcv1V2yiueH80Oih3X2cjcSzHqQZHM16o11Fna9pRWpjrsipcwv0tjdxZX8Ho7PO3q8mNKyd779TqKvg39xCkss3dxR9vuGJzFQpLzIZXmIqkig5lAUw1G1oRcwyIkv0tDWtO4fFaVwz5OMvf/gCC4mUaSLJp0bnObeQ5KZdfRe8dsPOzXhcgsPPnM2G0yrl6HiYTe1NJRnwWhEcnpyJcVFPK0N+L5F4ivDiMp0OnZo5HU3whipWZomg2A5cLwPynpxj7wA+CUhgRAbke/TjtwG/r5/2aRmQX8/zfk3AN4D9wCzwThmQp4tdXyx144lIKbVwVhFCQ4Nqh7NGjM69ZdyMOpob6GxpMM0TOROK11Qoy2D/Nh8ZuTLMyQwOP3OWRreLn7u894LXOlsaePWOHh44dta0ooaRAuNw16J2PJEYl/S2Zlv1ODWktaCr1aulERFB8UHgMHCnCIqHRVD0iaC4FPhd4DUyIHcBH9bP9QMB4JXAtUBABEW+m8jtwLwMyB3AF4DPlri+KNY1IkKIO4QQTwghnpiZsbZ3UCUsJtMkUpmSwlndVQ5nHRkL0eh2FRxAtB5aS3hznkadPtGwEJq+BtNCWlJKDj97ltfs6C44YfLQrj5enl3kubPRiq8XiS9zciZWVmFFJG5eYYUVhBeXmY0ls54IONeITGeFhvZ7IiIo2oEgcCvwCeD9QAz4NeCLMiDnAWRAGq2kbwIelAE5p7/2IHAoz1vfAhgexneAG0RQiBLWF8W6RkRK+RUp5QEp5YHe3gufzJyCoVYvxYg0uF10eRuq1g5+ZCzEzv7CA4jWY9BnjuBQSqmr1WunMsugs6WBSze18aRJzRiPT0YZm1vKG8oyOLhrM0LA/SZUaT2jiwyvLjEvVgsVWifPLQBwcU+b4z2RFaFhVR6kMkAj0AEgA/K0DMgocBlwmQiKH4ug+JkICuNGvxUYy1k/rh9bTfY8GZApIAx0l7C+KOomnGUIDYsZSJVLtVTraX0A0d4y8iEGg34v43NLFVcKReIpYsl0zfTNWs3+bT6OjIZMqZh64NhZXAJuvHJzwXN62pp4xXa/KaW+I4YR2Vra96AWBIeGUv2i3lbamjx0tzY61ohMVdETkQEZQ/NCPoMWzvq8CAovWs76UuB64N3A10RQdAH5apDzffkLnVfs+qKoHyOyYLQ8Ke1LUC3V+gvTUWLJNHv1HlDlMOhrIZnOZJ+iysWYELilBnMioOlFwkvL2SffSvj+sbMc2ObP5ssKcWhXHyemopycqeyaR8dDDPm9+ErwoKE2BIcnZ2K4XSLbMHTQ72V0LlblXeVnOqJ7IlXKiciAvBd4O/A5oBf4KJqH8D0ZkMsyIE8BJ9CMyjgwmLN8AJjI87bZ80RQeIBOYK6E9UVRP0akxOaLBponYn84y0iqF1vWmY8BvzllvpMhfY5IDYazQGt/ApXnRV6ejfHc2SgHdxX2QgwO7dbCXZW2hz+6zjjcQnR5G2hr8jg6nHXqXIwhv5dGj3abGfJ7HeuJTEc1tXp7FcYgiKBoE0GxTf81ChwH2oHvAj+nn9ODFt46iZaAPyiCwqcnxA/qx1ZzL3Cb/vPbgB/KgJQlrC+KujEi5eREwGh9Yr8nMjwWoqPZw0U9rWW/h5GsrLTMdyJcGxMNC3FxTytd3oaKRYeHdYOwVj7EoL+rhT0DnRWFtM4tJDgTWirrQcLQijhZcPjSzMJ53+8hv5eJUNyRLeGnIolqzlZvAL6MlvwOAG8C/hztxj4rguJZ4CHgYzIgZ2VAzgF3Ao/r/z6lH0MExadEUNysv+9dQLcIiheBjwAfB1hrfTnUjU5kLpakyePCW2TfLIPe9iaiiRTx5fQFwjIrGR4Ls6eEzr35MG76ld5IJkJLeFyC3hrtXiqEYP+Qr+Lk+uFjU+zq78gmgdfjpt19fO6BE5wJLZVlgLPjcMvMizm5zDeTkZyejfHaHSuK/yG/l3RGMhmKZ3VOTmEqEmdzlYZR6RVSh/LpRNBu/h/Js+Zu4O48x/8g5+c4Wogs3zXzri+HuvFEZhe0liel3pSroVpfTKY4cTZS9BCqQjQ3uNnc0WRKOGtzR3O20WAtsm+bjxenFwgtlheanI7EeWp0vigvxOCQfm653sjIWBiXgN0lJtUNBnxezswvWdbFuBLORuLElzNc1LviiTi5QmsmmqC3+i1PQsBwlfdQMnVjROZiiaImGq5mRXBoX17kmTMRMpKKkuoGg77K48wT4drUiORiqMePlCk6/P6zU0hZXCjL4OLeNi7f3F52XuToeIgdm9poLTMOP+BrIZpIEVmqXgPRQhg9s84LZ3U714hU0xMxkAEZkgE5XNVNlEEdGZFkyZVZkGNEbMyLDI9pYZdKkuoGWplvhZ5IOF5TLeDzsWewE7dLlD3p8PCxs2zv9nLZ5raS1t20u4/HT88xU+L3R0qpJ9W7SlqXi9n908zklF4pd0nvyufZ19FMg1s4zogsJLQSd9V8sTzqxojMxpL0lJhUB60dPNgbzhoZCzPob6F7nTLSYhj0tTAZiZNMlZeszOgx6lot7zXwNnrYuaW9rAqt8NIyP31plpt29ZUcDj20qw8p4cFnp0padya0xGwsWVbfNAMnCw5fmonR2ug+b0qg2yUY8Hkd1xJ+ZRiVMiLlUD9GZKG0WSIGRkmwnUZkeCxkihcCmiciJWXPr56NJUmmM/TXaHlvLvuHfIyMhUqePPjQc9OkMpKbdhcfyjLYuaWdbd3ekkNaxjjcSjyRQQcLDk+di3FRb+sFRnnQgWW+U7pGpNrhrFqlLozIUjLN0nK6rJxIc4Ob9maPbTmR6WicM6Glstq/52OwQq1IVmhY4zkR0JLrsaQ24KkUDh87y6b2JvaWWWp7aFcfP3nxXEl9rEbGQzS4BVeU2TcNoKPFQ3uTx5FG5OS5BS7quTA0OORvcZwRmY6qsbiVUBdGZDamPUmUKjQ06GlrYsYmT2RkTHsCNd2IlFnmOxGqvbG4hTCS60+NhopeE19O8/CJGQ7u2oyrzOq0m3b3kcpIfvhc8SGto2Nhdm4pv28a6FoRv/PCQ9pc9SUuzqOBGvJ7CS8tE150TuPIFbW6CmeVQ10YkRWhYXlfgp62RtsS6yNjIdwuUXZZ52oqTVauTDSsfSMy4GthU3tTScn1Hz0/w9JyuqSqrNXsHeiir6OZ+58uLqSVyUieOVOeUn01mlbEWZ7I6OwiUsLFvfmNCDirGGAqEqelwV0VtXo9UBdGZLZMtbpBT1tT9j2sZngsxBV97aYJG90uQX9XS0XhrCaPC59DBwWVghCCfUO+kpLrh49N0dHs4bqLu8u+rssluGnXZh55fobF5PrltifPxYgmUhXlQwwMwaGTtCIv5SnvNXCiVmQqmmBzR5OarV4mdWFE5hbK65tlYFcn30xGMjJW3jjctRj0lV/mO6GX99bLH9D+bT5G5xaLKrlNpTP8x3NT3LBzMw3uyv4UbtrdRyKV4ZET68/cKXUc7loM+LzEkmlCDgoPZbv31ogRmY7Eq9UCvi6oDyNieCJlJNZBMyKhxWXLe/oYT6B7zDYi/hbGygxpTIaWanKiYSGMZoxPFdEC5bFTc4QWl7mpiIaL63Htdj/+1saiZowcHQ/jbXSzY1NpmpR8DOplvk4KD52c0eaq5xvq1dHcgM/b4CwjEk2ofEgF1IURmY0laXSX34Gzp10zPlYPpxrW1dSVtjtZzaDfy1wsSSxRunJ5IhSv2e69+di9tYNGt6uovMjhY2dpbnDx+ssqH7bmcbv4+Z2b+eFz0yRS6TXPHRkPsbu/05Q2M06cK3LqXCxvUt1gyGHFAFOReNXG4tYD9WFEFhL4y+ibZWDXrPWRsRBtTR4u7q38CTSXwTKVy6l0hulonP46KO81aPK42b21Y11PJJORHD42xesv7cXbaE5C9dDuPhYSKX7y4mzBc5bTGZ6diJiSVAfY6kDB4alzsbxJdQMnaUUWEikWk+nzRJGK0qgLI6K1PCkvlAUrRsTqMt/hsRBXD5jzBJpLuWW+U9EEGVkflVm57N/mY2Q8vKaK/+iZMGcj8Yqqslbz6h3dtDd5uP+ZyYLnnDgbJZHKlDwOtxCdLQ10NDtHK5I7V70QQ36tcWSpolArWJloWD8PUnZTF0ZkNpaku8x8CECvDf2z4stpjk9GTM+HwEpcvNSnO6O8d0udGZF9Qz6SqQzHJsIFzzl87Cxul+CGnZtMu26Tx80bd27iwWenCt4gDaV6Je1OVjPooPBQ7lz1Qgz5vaQykslw3K5tFWRKtTypmLowIhV7Iu1G6xPrciLHJiKkMtL0yizQSpu9je6SbyRZjUgdhbMgN7keKnjO4WNnue5iP13e8r83+Ti0q4/5xWUeO51/xs/R8RBd3oasXsIMnKQVyXbvXSOcZdYwNTMwqviUJ1I+yoigNe/zNrotzYmMWJRUB00fMejzlhwXN54E680T2dzRzICvpWBy/cXpKCdnYqaGsgzecHkvzQ2ugjNGRsbDXLW109SS6gGfl3GHzBU5dU6bq76WkXRSmW/WE1E5kbKpeSOSSKVZSKTK1ogYWK0VGR4LsaWz2bL+PFpIo7Sn0cnQEh3NHtrqUKm7lujw8DGtPcnBK803It5GD2+4rJcHjp0lkzn/pr6UTPP8VNS05psGA74WlpbT2VL3anLy3AJDfu+aupstnc14XM5oCT8VSeBtdNfl34Bd1LwRqbTliUFPW6O1nsi4+SLDXDStSGnK5TOh2p8jUoj923ycjcTzdjd+4Jmz7B3sos+iMN6h3X1MRRIM66JCg2cnw6Qz0rTKLIOV6rzqh7ROzqxd3gtaOfRWnzMaMU5HqzpbvS6oeSNiaDsqSayD7olErXmSm4sleXl20ZKkusGgz8tisrSn0ck6mGhYiP16XmS1N3ImtMTTZ8KWhLIM3njFZhrc4oKQltF80+zvwYDfGWW+xlz1tSqzDJyiFZmKxOlVoayKqH0jEqus5YlBt4XhrBH9idRaT6T0OPNkOF53+RCDK/raaWlwX2BEvq/P/TBDpV6IzpYGXn1JD/c/c/Y8z/DoeIjNHU2mJ3G3dhlGpLqeyGSeueqFcIpWZFoJDSum5o3InN4GvpLEOkBvWyNzi0lLateHR0O4BFxlUufefAz6jfYXxd1I4noMfWudGhGP28WewU6OrBIdHj52lks3tZku+FzNod19jM4tcnxyZbZJpeNwC9He3ECXt6HqnsgpvTJrrfJegyG/l/nFZSLx6vX8klJq4SzliVREzRuRbDir0pxIexNSwtyi+SGt4bEQl25qp9XC5F02Ll7k011WI1Kn4SzQQlrHJiIsJbU2JHOxJI+dmrM0lGXw81duxiXITjwMLy1z8lzMVH1ILgO+lrJnyphFViNShCfihDLfrFpdaUQqouaNyFwsiccl6Gip7AZtqNbN7p8lpWRkPMQ1Q12mvu9qWps8dLc2Fv00mi3vraO+WavZN+QjlZHZrrk/OD5FRmpegtX0tDXxiu1+HtDV68+cqXwc7lqUU+JtNifzzFUvhBOMSHYsrgpnVURdGBFfBX2zDKzqn3V6dpHQ4rKl+RCDgRLKfFeGUdXvH9A1qyYdHn7mLFu7WtjV32HL9Q/t7uP5qQVemlnI5sXMrswyMASH1dSKnCwwVz0fTtCKZMfiqjbwFVHzRmQ2lqw4qQ5aiS+Yb0SMmLxxQ7OSQV/xw6kMT8SqMlcn4G9t5OLeVp58eZ6FRIr/++I5Du7abFs5pxE2O3zsLEfHwmzr9pqukDcY8HlJpDKWdl1Yj1MF5qrno7Olgc6W6raEV2NxzaHmjUilanWDnnajf5a5f4RHRrXOvWbMjliPQb2xXTqz/tPoRGiJnramimZ81wL7hnw8NTrPIydmSKYytuRDDPq7Wtgz0MkDz5zl6HjIslAWaJ4IVG+uyFpz1Qsx5PcyWsU8jmq+aA51YUS62yp/kmhv8tDocZnuiVjVuTcfgz6jsd36f5jaRMP6/+PZv83HXCzJV/7vSfytjbxiu9/W6x/avYWj42EmwnHLkuqwEh6qVpnvy2vMVS/EUHd1tSLT0QStSq1eMTVvRGYXEqaEs4QQ9LY1mdoO3ujca3VS3SBb5lvE091kaIn+Ok6qGxiiw5GxEDfu3GSLMc8lV49ipSeyohWpzk35ZAnlvQZDfq0YoBjP2QqmInHL2hBtJGraiCRTGSLxlCnhLDBan5gXznrmTFjv3Gt9PgSKH04lpWQitMSWDeCJ7Ohto71Ze9K0oyprNRf3tnH55nZcQpu6aBWtTR78rY1V80SM8t7tPcV3Jx7ye1lOS85GqtMSfjqSUI0XTaCmjcj8otE3yywj0mTqTJEjelWQHZVZoMXgXQLG1wkRROIpYsn0hvBEXC7BNUM+WhvdvPqSnqrs4b+/cQe//JqLTJugWAhNK1IdT+TUTIxNBeaqF8Io8x2drc6ep6NKrW4GNR0MXBEammdEnj5TeJBRqQyPhRjwtdjWm6fR42JLZ8u6qnUjZ7IRPBGA33vzTqajcZobqlNEcPOefm7e02/5dQZ9Xo5PRiy/Tj5OniuuZ1YuuVqRV13SbcW2CiKlZEp5IqZQ00ZkpYOvSUakvZHZWJJMRuIyIXZ+ZHSe/TYncot5Gp0MaeGDeu3gu5rL+9q5vK+92tuwnAFfCw8enzLt+1sKp87FSu5HtqWzGXeVWsJHEymWltOO8kREUGwHrpcBec+q428D/gl4hQzIJ/RjtwG/r5/yaRmQX8/zfk3AN4D9wCzwThmQp4tdXyw1Hc6a1ftmVdrB16CnrYl0RhJaqryfz1QkzkQ4bskQqrUoprHdmexEw41hRDYKA74WkqmMpSMN8hFaTDIXS5aUVAe9JXxXdVrCO00jIoLig8Bh4E4RFA+LoOjTj7cDvwU8mnOuHwgArwSuBQIiKPIlXm8H5mVA7gC+AHy2xPVFsa4REULcIYR4QgjxxMzMTLnXsQSzZokYmKlaz+ZDbKrMMhj0eZmOJogvpwueMxlewuMSqgV2nTFQZGGF2Zw8p4/ELTGcBYZWpBpGxDlqdd1QBIFbgU8A7wdi+st3Ap8DcqsPbgIelAE5JwNyHngQOJTnrW8BDA/jO8ANIihECeuLYl0jIqX8ipTygJTyQG9vb7nXsYS5WBKXgK6W4pN5a2F4NGYk14+MzdPodtnWYsNg0L9+W/DJkJZQtLvcVWEtxfy3t4Js994SNCIGg1WaKzIVNYSGjniQygCNQAeADMjTMiCjIiiuAQZlQP7bqvO3AmM5v4/rx1aTPU8GZAoIA90lrC+KGg9naWp1s+K/vbonYoZWZHg0xM7+DtsV4dlk5RpPoxPhpQ0hNNxobO2qjuDw5LkFPC6RFTyWwpDfy2wsyUIiZcHOCrMSzqr+34EMyBiaF/IZtHDW50VQeNFCUB/NsyTfDS+f2KbQecWuL4raNiILCdOS6mBeJ99UOsPR8bDt+RDIUS6v8XQ3EYrXdffejUpLo5uetuI7OZvFqXOxdeeqF6Ja3XynIs5Sq8uAvBd4O1roqhf4GLAbeFgExWngOuBeERQH0DyHwZzlA8BEnrfNnieCwgN0AnMlrC+KmjYiZvXNMuhsacDjEhXnRJ6fWmBpOW2bUj2X3rYmGj2ugmW+mYzkbDi+Ycp7NxpbfV77PZGZ0st7DYaq1M13ykEaEREUbSIotum/RoHjQKsMyB4ZkNtlQG4HfgbcrFdnHQYOiqDw6Qnxg/qx1dwL3Kb//DbghzIgZQnri6KmjYjWwde8mKbLJehua6zYiBwZ0zv32qRUz8XlEgz4WgoKuGZjSZLpjKrMqlMGbRYcljJXPR/V8kSmI3HHVGYBDcCX0ZLfAeBNwJ8XOlkG5Bxawv1x/d+n9GOIoPiUCIqb9VPvArpFULwIfAT4+Hrry8EZvlyZmO2JgK5arzCcNTwawt/amE102s2gz1swJ2IIDTeKRmSjMeDzcvjYWdu0IsZc9XLHDXd6G+ho9tjuiUxHE+yxsJdZKegVUocK6UT0c65f9fvdwN15zvuDnJ/jaCGyfNfMu74catYTSaUzhBaXLTIilXoiIa4Z7LJtbsVqBv2Fn0Y3wljcjcyAr4XltDY73A5Ozmg9s8r1REDr5munEdHU6nGnVGblEgKGq7yHkqlZIzK/qAkCzRIaGlTaPyu8tMyL0wtVyYcYDPm9ROIpwnlEkxMbTK2+0TDmitiVXD+la0QuKaO818BurUgkniK+nHFMTsRABmRIBuRwtfdRKjVrRAyhoZk5EdBan5xbSJY9ZtSY521X5958ZLv55vnDnAwv0dzgwuc1R1ujcBZ2Cw6NueqVCFcH/V7G55bI2NQSfkbXiCixrTnUrBExWp6YHc7qbWsimdZazJfDkdEQQsDVg9YNIFqPlQFFF95IJsJx+jtbqhZqU1hL1hOxaWJgKXPVCzHk95JMZ7ICQKuZ0jUiTvNEapXaNSJGB18LwllQfuuT4bEQO3rb6CihJbbZrHgiF95INsockY1Kc4PmFdhV5nvq3ELJPbNWY3dLeDUW11xq1oiY3cHXIGtEysiLSCk5Mjpf1XwIaBUv7QUqXiaV0LDuGfC1MB6y/oYcX9bmqleSVAf7tSJG0YFqA28ONWtEZmNJhACf12Qj0q73zyqjzHd0bpH5xeWq5kMM8pX5LqczTEfjKqle5wz4vEWNSK6U0bnS56rnwximZpdWZCoSp63JQ6tD1Oq1Ts0akblYgq6WBtObCFYSzjI691bbE4H8Zb5TkTgZCf2qvLeuGfS1MBFasnx2uVHeW2k4q8Htot/GlvDTkYSThIY1Tw0bEfOFhqB5Ni5RnhEZHgvhbXRz2ebqD0Aa8mvtL3KrzCbDWix4i/JE6poBn5dURmZj/1aRbQFfoScC9pb5TkfjKpRlIjVrRGYXzG15YuB2Cfyt5bU+OTI6z9UDnY5osT7o95JIZZjJye1MZIdRKU+knlnRilgb0jqpz1U3o4mhZkTsKQaYiiRUUt1EataIzMWSpldmGfS0NTETLS0nEl9O8+xkhGuGqp8PgZwKrZy8iPJENgaGEbE6x3CqjLnqhRj0ezm3kGAxaW1L+BW1ujIiZlHTRsSKcBZoRsTQoRTLsYkIy2nJ3iq0f8+H0bcrN0QwEVqio9njmPbXCmvYapMncupcrOyeWatZacRo7Z4j8RSJVEaFs0ykJo1IOiOZW0zSbZkRKT2cdWTU6NzbZcGOSmcgj1ZkIqQqszYCTR43mzuaLG19sjJX3RxPxK4y3+xYXOWJmEZNGpHQYhIpzdeIGGj9s0oLZw2Phdja1eKYL6chOssNaUyGl1TjxQ3CgMVzRYykeqXlvQZ2GZGsWl15IqZRk0YkKzRss+aL0NPexNJymlgJIzuPjIbY64DS3lyG/N4LciLKE9kYDPhaLO2fdVKfq25WTqTL20B7k8fyPM50VHkiZlOTRmQ223zROk8Eii/znY7GORNackwoy0AbUKQ9jS4l08zFksqIbBAGfV4mw3FS6Ywl73+qgrnq+RBCey+7PBGVEzGPmjQiVrU8MehpM1TrxRmRYQeJDHMZ9HuZDC+xnM5kh1GpcNbGYMDXQjojOWuRVqSSueqFsEMrMhWJ067U6qZSk0bELk+k2DLf4bEQDW7Brv7qde7Nx6DPS0ZqVVlGea/yRDYGRmGFVXmRSuaqF2Ko28vY3KKlLeFnokqtbjY1aUTm9L5WPouMiDFnoFhP5MhoiJ1bOmhucFuyn3IZ8Bt6gaUcoaEyIhsBK7UimYzUy3vNNSJZgWyFk0XXYioSZ1O78sbNpDaNSCxBZ0uDqa50LkaYrBgjks5Ijo6HHJcPgfMFh8ZEw82d6ilsI9Df1YIQ1ngiE+ElEqkMF1XYM2s1dlRoTUUdORa3pqlJIzIbs04jAlpDOJ+3oSgj8sJ0lFgy7bjKLNDyHx6XYGxukcnwEj1tTTR5nOUtKayh0eOir6PZEiNyyuTyXgOr54pIKZlWLU9MpyazS7ML1qnVDYrVimQ79zqg/ftqPHp31LH5JcJLy2xVw6g2FAO+FksEh0Z5r1lCQ4OtuvdklScSWdLU6mosrrnUpCdiZcsTg+4iVevDoyF83ga2dZtT6mg2Rkv4ydCSGka1wbBKcHjqXOVz1fPR6HHR33nhCAOzMMbvKk/EXGrSiMxa2HzRoKetqSgjcmRsnr2DXY6dWT7o0ype1FjcjceAryVb4m0mJ/WeWVZ85wf91s0VmVaz1S2h5oxIJiOZX7QpnLXOdMNofJkXphcc07k3H4N+L7OxJLFkWlVmbTCMEu+zYXO1IidnFkwv7zWwUitizFdRQkNzqTkjEokvk85I/BbMEsmlt72JhUSK+HK64DlHx8NIiWM69+bDKPUEpRHZaGTLfE3Mi8SX05wJLZmeVDcY8nuZjiZYShb+uyuXqWzLE2VEzKTmjIghNOyxPJy1fpnv8FgIgD0ONiK5bSlUOGtjkRUcmthe/eVZba66VZ6I8X21oiBgOpKgvdmDt7Em64kcS80ZEatbnhis9M8qHNI6MjrPJb2tdLY0WLqXShjKMSIqnLWx2NLVjEuYe0M+dU6bq36JSXNEVmOlVkSNxbWGmjMisws2G5Fofk9ESsmR0ZCj8yGgtYZpaXDjcQlV2rjBaHC72NLZYmqF1kt6ee92C3MiYI0RUWNxraH2jIg+cdCK+eq59KzT+mR8fonZWNLR+RAwuqO2sLmj2RGz3xX2stVnrhE5dc68uer58Lc20trotswTUUbEfGouOLjSN8vaEFL3Oq1PnjImGTpQqb6aV1/SQ2RpudrbUFSBAV8LP31p1rT3s6JnVi5GS3iztSLabPWECmdZQM0ZkdlYkvYmj+XtO5ob3LQ3ewrmRIbHQrQ0uLl8c7ul+zCDT968q9pbUFSJAZ+Xs5EzJFMZGj2VBx5OzixwaPcWE3ZWmCG/l9OzMVPfM7y0TDKVUcOoLKDmjMhcLInf4sosg962poIdRY+MhrhqoBOPRU0gFQozGPS1IKU2Gnlbd2UexHwsyfziMpdY6ImAZkR+9MIMUkrTBI3TUUNo6FxPRATFduB6GZD36L9/BPhVIAXMAL8iA/Jl/bXbgN/Xl35aBuTX87xfE/ANYD8wC7xTBuTpYtcXS83dAe1oeWKg9c+60IgkUmmenYjURChLsbExc66IMVfdqvJeg6FuL/HlDDMFilrKYUVo6ExPRATFB4HDwJ0iKB4WQdEHHAEOyIC8GvgO8Dn9XD8QAF4JXAsERFDkq/C5HZiXAbkD+ALw2RLXF0XNGRGtg689TxM97fn7Zz07ESGZzjiy/btCkYuZc0VO2WREBi2o0JqKONcTEUHRDgSBW4FPAO8HYjIgH5IBaXwIPwMG9J9vAh6UATknA3IeeBA4lOetbwEMD+M7wA0iKEQJ64tiXSMihLhDCPGEEOKJmZmZcq9jGnOxhKVt4HMp1Pok27nX4eW9CsWWTq0qzwxPxOy56oWwosx3OupoTyQDNAIdADIgT8uAjK4653bgfv3nrcBYzmvj+rHVZM+TAZkCwkB3CeuLYl0jIqX8ipTygJTyQG9vb7nXMQUppa05kZ62pmxCLpfhsRBbOptVuaDC8XjcLrZ0NpsiODw5Y/5c9XxY0RLeUKu3NDpvno4MyBiaF/IZtHDW50VQZC21CIr3AgeAPzEO5XubPMcKnVfs+qKoqXBWJJ5iOS1t80SMTsGGNsXgyNi8yocoaoYBk7QiVpf3GjQ3uOnraDY5nOVsjYgMyHuBt6PlPXqBjwKIoLgR+D3gZhmQxo1oHBjMWT4ATOR52+x5Iig8QCcwV8L6oqgpI2JXyxODFdX6Skjr3EKCsbklx4sMFQqDAZ+X56eiHJsIl/0exlx1q/MhBmZrRaajCUfmQwBEULSJoNim/xoFjgPtIiiuAb6MZkCmc5YcBg6KoPDpCfGD+rHV3Avcpv/8NuCHMiBlCeuLosaMiGaIbTciOcn1YZUPUdQY771uG40eNzf/5Y/5o/uPl9Uh15irfrFFPbNWY3ZL+KlI3Kn5EIAGNGPxHbSqqTcBf44WvmoD/kkExbAIinsBZEDOAXcCj+v/PqUfQwTFp0RQ3Ky/711AtwiKF4GPAB9fb3052KYTMaPm2+ibZVd1Vm8+IzIWwuMS7O7vtGUPCkWl7B3s4j8+8gb+6P7jfPmRk9z/9Fk+89areO2lPUW/hzES1y5PZMjvZSqSIL6cprmhsjyGMVvdqS3g9QqpQ6t1IsCNa6y5G7g7z/E/yPk5jhYiK3p9OVjuiaTSGT72TyN88aEXK36vbDjLrsR6u9H6ZCWcdWRsniu2tDsyQadQFKLT28Af/39X861fuw6PS/Deux7lI/84zHxs7cFrBkZ5r9lz1QsxZGJL+PDSMsl0hs3O9UQMQsBwlfdQMpYbEY/bxUIixZcefilbZlcuxiwRuxLr3kYP3kZ31hNJZyQjY2GuGVShLEVt8qpLurnvQ6/jN9+4g3uHJ7jhzx7hu0fOIOXaxTmnzsVoa/LY1gnaTK2IoRFxqidiIAMyJANyuNr7KBVbciK/c+gKkqkMX3jwhYreZy6WpLXRXbF7Wwq5s9ZfmllgIZFSSXVFTdPc4OajBy/n33/rdWzr9vLhbw9z2988vmYi+yV9JK4Vc9XzkdWKzJphRLSHVydXZ9UythiR7T2tvO9V2/j246M8P7VaQ1M8dmpEDHraVlTrR2qoc69CsR6X97XznQ+8muDNu3jy9BwHv/Ajvvqjk6TSmQvOtau816CnTZuDM2rCVMZs3yznh7NqEtuqs37rjZfS2uThj+47XvZ7nFtIWD5bfTVa/ywtjDY8FqKzpcG25KJCYTVul+C2V2/nwY+8gdfs6OEP7zvOW7/0E545s1IObMxVt/N7L4QwpUJLSsl/vjCDEM4PZ9UqthkRX2sjv/nGHTx0Yob/fOFcWe8xF0valg8x6GlvyvFEQuwd7LLNpVco7KK/q4Wv3rqfL/3SPs5G4tzyxR/zmfu0cmCr56oXwgytyJ9+/3m+OzzBf3v9JbaGwTcStupEbn3VdgZ8LfzhfcdJZ0pX2dvZwdegp62JucUk4aVlnp+KqnyIom4RQvDmq7bwg4+8gXccGOQrPzrJwf/1CP/w+Chg3Vz1QhieyHpJ/0J89Ucn+cuHXuTd1w7yO4cuN3l3CgNbjUhzg5uP3XQ5xycj/MuRMyWtlVLqHXztNSK9bY1ICY88P0NGqnyIov7pbGngj37xKr59x3U0uF38zY9PA9bNVS/EkL+FpeV0wcFwa/Htx0f5w/uO81+u3sKn33KVih5YiO2K9f96dT97Bjr5/OETJSlnY8k0yVSmKp4IwIPPTgEoT0SxYXjlxd3c91uv48M3Xsqtr9pm2Vz1Qgx1l1fme9/Tk/zuPz/NGy7r5Qvv2IvbpQyIldhuRFwuwf98807ORuLc9Z8ni15nzFbvbrM5sa7XxT98YpqLe1rp8tprxBSKatLc4ObDN17Gp27Zbfu1jTLfUvIijzw/w4f+4Qj7hnz81Xv3mTISWLE2VfmEX3lxNwev3MxfPfxS0dPLjE66doezjOtF4yn2qlCWQmEbxlTGYj2RJ1+e4wPffJIdm9q56/2vwNtYc9O/a5KqmemPv+kKEqkMf/4fzxd1vt0dfA16chS6apKhQmEfpbSEf3Yiwvv/5nH6Opv5xq9cS2dLgw07VEAVjcjFvW380iuH+NZjY7w4vb4A0Wi+aLcRaW/yZF1i1blXobCXYrQip87FuPXux2hr8vDN26+1rTWLQqOqAcPfuuFSvA1u/vj+59Y9N9s3y2bFuhCC3rYmmjwuLu9rt/XaCsVGZz2tyGR4ifd+7VEyUvLN21+ZDYEp7KOqRqS7rYlf/7kd/OD4ND95aW0B4lwsQXODqypxzq1dLVwz1GX5WFCFQnE+Q34vZyNx4ssXVnLOxZK8767HCC8t8/VfvpYdm+zVsSg0qn5X/OXXbKe/s5nP3HeczBoCRE0jUh039U/fsYc/e8feqlxbodjIDHW3ICWcCZ3fQysaX+a2ux9jbG6Rr912gKsG1HyfalF1I9Lc4OZjhy7nmTMRvjdSWIBYDbW6waDfS39XS1WurVBsZIbytISPL6f51a8/wfHJCF/6pX1cd3F3tbanwAFGBOCWPVvZvbWDP3ngRF63FfS+WTbnQxQKRXUZXKUVWU5n+I2/f4rHTs/xp+/Yww07N1dzewocYkQMAeJEOM7dPz6V95zZhep5IgqFojr0tjXR3OBidHaRTEby2985yg+OT/OpW3Zzy96t1d6eAocYEYBXX9LDjTs38aWHXmJ24UIBYjU6+CoUiupitIR/eW6RT/7rMf7lyBk+dtPlvO+6bdXemkLHMUYENAHi0nKa//0f509AXEymWFpO2z5LRKFQVJ8hv5eHnpvmGz99mV973UX8+vWXVHtLihwcZUR2bGrn3dcO8nePjvLSzEL2uCE0VJ6IQrHxGPR7SWUk7zwwyP98807VkddhOMqIAHz4xstobnDz2RwBYrVanigUiurz7muH+O1Dl/OZX1Qt3Z2I44xIT1sTH3jDxXz/2SkePTkL5BgRVZ2lUGw4Ltvczq9fv0O1dHcojjMiALe/9mL6OlYEiNmWJ8oTUSgUCkfhSCPS0ujmf9x0OSPjYf716ARzeht4Fc5SKBQKZ+FIIwLw1mu2cuWWDj73wAkmw3EaPS7bJ6spFAqFYm0ca0TcLsHv/ZednAkt8e3Hx+hubVRJNYVCoXAYjjUiAK/Z0cPPXd7LYjKtQlkKhULhQBxtRAB+9807cQmVD1EoFAon4vgkw2Wb2/nDt15FX0dztbeiUCgUilU43oiAJjZSKBQKhfOoCSOiUCgU9Y4Iiu3A9TIg79F/bwK+AewHZoF3yoA8nWfdfuAeoAW4D/iQDEhZ7PpKcXxORKFQKOodERQfBA4Dd4qgeFgERR9wOzAvA3IH8AXgswWW/xVwB3Cp/u+QfrzY9RWhjIhCoVBUEREU7UAQuBX4BPB+IAbcAnxdP+07wA0ieL7OQQTFFqBDBuRPZUBKNM/jLfrL6643g3WNiBDiDiHEE0KIJ2ZmZsy+vkKhUGx0MkAj0AEgA/K0DMgosBUY04+lgDCwehbwVmA85/dx/Zjx2nrrK2ZdIyKl/IqU8oCU8kBvb6/Z11coFIoNjQzIGJoX8hm0cNbnRVB4gXxeg1z1+1rnFLO+YlQ4S6FQKKqMDMh7gbcDnwN6gY+ieRWDACIoPEAnMLdq6TgwkPP7ADCR89p66ytGGRGFQqGoIiIo2kRQGPN+o8BxoB24F7hNP/424Id63iOLDMhJICqC4jo933Er8D395XXXm4Eq8VUoFIrq0gB8GehBy1mMAu9BK8v9pgiKF9E8iHcZC0RQDMuA3Kv/+kFWSnzv1/8B3FVovZkIWYJhEkLMAC+Xea0e4FyZa+1A7a8y1P4qQ+2vMpy+v21SyjWTyqt1IrVCSZ7Ieh/CWgghnpBSHih3vdWo/VWG2l9lqP1VhtP3VyQhYLjKeygZFc5SKBQKByADMkQNGhGVWFcoFApF2dhpRL5i47XKQe2vMtT+KkPtrzKcvr+6paTEukKhUCgUuahwlkKhUCjKRhkRhUKhUJSN6UZECHFICHFCCPGiEOLjeV4XQoj/rb9+VAixz+w9rLG3QSHEQ0KI40KIY0KID+U553ohRFgIMaz/+wO79qdf/7QQ4mn92k/keb2an9/lOZ/LsBAiIoT48KpzbP38hBB3CyGmhRDP5BzzCyEeFEK8oP+vr8DaNb+rFu7vT4QQz+n//f5FCNFVYO2a3wUL9/dJIcSZnP+Gby6wtlqf37dz9nZaCDFcYK3ln58CkFKa9g9wAy8BF6N1pRwBrlx1zpvRFJUCuA541Mw9rLO/LcA+/ed24Pk8+7se+De79pRnj6eBnjVer9rnl+e/9Vk0EVXVPj/g9cA+4JmcY58DPq7//HHgswX2v+Z31cL9HQQ8+s+fzbe/Yr4LFu7vk8D/KOK/f1U+v1Wv/ynwB9X6/NQ/abonci3wopTypJQyCfwDWk/7XG4BviE1fgZ0CSG2mLyPvEgpJ6WUT+k/Gz1qtq69ynFU7fNbxQ3AS1LKcjsYmIKU8kdc2FQud47C11mZr5BLMd9VS/Ynpfy+lDKl//ozzm+gZysFPr9iqNrnZyCEEMA7gG+ZfV1F8ZhtRLL963Vye9uXco7lCCG2A9cAj+Z5+VVCiBEhxP1CiF327gwJfF8I8aQQ4o48rzvi80Prw1Poj7eanx/AZinlJGgPDsCmPOc45XP8FVZ6Ha1mve+ClfyGHm67u0A40Amf3+uAKSnlCwVer+bnt2Ew24hU2v/eFoQQbcD/AT4spYysevkptBDNHuAvgO/auTfgNVLKfcCbgP8uhHj9qted8Pk1AjcD/5Tn5Wp/fsXihM/x94AU8HcFTlnvu2AVfwVcAuwFJtFCRqup+ucHvJu1vZBqfX4bCrONSLZ/vU5ub/tSzrEMIUQDmgH5OynlP69+XUoZkVIu6D/fBzQIIXrs2p+UckL/32ngX9DCBrlU9fPTeRPwlJRyavUL1f78dKaMEJ/+v9N5zqn29/A24BeAX5JS5r35FvFdsAQp5ZSUMi2lzABfLXDdan9+HuAXgW8XOqdan99Gw2wj8jhwqRDiIv1p9V1oPe1zuRe4Va8yug4IG6EHq9FjqHcBx6WUf1bgnD79PIQQ16J9RrM27a9VCNFu/IyWgH1m1WlV+/xyKPgEWM3PL4fcOQq3sTJfIZdivquWIIQ4BPwOcLOUcrHAOcV8F6zaX26O7a0Frlu1z0/nRuA5KeV4vher+fltOMzO1KNVDz2PVrnxe/qxDwAf0H8WwBf1158GDthVRQC8Fs3lPorW6GxY32/u/n4DOIZWbfIz4NU27u9i/boj+h4c9fnp1/eiGYXOnGNV+/zQjNkksIz2dHw72kyG/wBe0P/Xr5/bD9y31nfVpv29iJZPML6Df716f4W+Czbt75v6d+sommHY4qTPTz9+j/GdyznX9s9P/ZOq7YlCoVAoykcp1hUKhUJRNsqIKBQKhaJslBFRKBQKRdkoI6JQKBSKslFGRKFQKBRlo4yIQqFQKMpGGRGFQqFQlM3/A9pAKJktiyWxAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "ax.plot(100*np.random.rand(20))\n",
    "\n",
    "# 设置ticker的显示格式\n",
    "formatter = matplotlib.ticker.FormatStrFormatter('$%1.2f')\n",
    "ax.yaxis.set_major_formatter(formatter)\n",
    "\n",
    "# 设置ticker的参数，右侧为主轴，颜色为绿色\n",
    "ax.yaxis.set_tick_params(which='major', labelcolor='green',\n",
    "                         labelleft=False, labelright=True)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 思考题"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## primitives 和 container的区别和联系是什么？"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "primitives是元素，container是容器。\n",
    "联系是都是对象，有get，set方法"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 四个容器的联系和区别是么？他们分别控制一张图表的哪些要素？"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "四大容器从大到小，Figure最大，是一整个画板，axes是里头的一张图纸，可以有多张，axis是坐标，tick是刻度"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 绘图题"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "教程中展示的案例都是单一图，请自行创建数据，画出包含6个子图的线图，要求：\n",
    "子图排布是 2 * 3 （2行 3列）；\n",
    "线图可用教程中line2D方法绘制；\n",
    "需要设置每个子图的横坐标和纵坐标刻度；\n",
    "并设置整个图的标题，横坐标名称，以及纵坐标名称"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-21T08:57:14.500203Z",
     "start_time": "2020-12-21T08:57:13.378825Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x576 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "fig,ax = plt.subplots(2,3, figsize=(12, 8))\n",
    "\n",
    "for r in [0, 1]:\n",
    "    for c in [0, 1, 2]:\n",
    "        ax[r][c].plot(np.random.rand(10), np.random.rand(10)*2)\n",
    "        ax[r][c].set_xlabel(\"%s-%s\"%(r, c))\n",
    "\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-21T08:57:17.145801Z",
     "start_time": "2020-12-21T08:57:16.536368Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x576 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12,8))\n",
    "\n",
    "for i in range(1, 7):\n",
    "    ax = fig.add_subplot(2,3,i)\n",
    "    if i % 2==1:\n",
    "        ax.scatter(np.random.rand(10), np.random.rand(10)*2)\n",
    "        ax.set_xlabel(\"table%s\"%i)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "分别用一组长方形柱和填充面积的方式模仿画出下图，函数 y = -1 * (x - 2) * (x - 8) +10 在区间[2,9]的积分面积"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-21T09:03:50.785752Z",
     "start_time": "2020-12-21T09:03:50.610805Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 20.0)"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    "x = np.arange(-1, 11, 0.1)\n",
    "y = -1 * (x - 2) * (x - 8) +10 \n",
    "\n",
    "ax.plot(x, y, \"r\")\n",
    "ax.bar(x[(x>2)&(x<9)][::3], y[(x>2)&(x<9)][::3], width=0.2, color=\"grey\", alpha=0.5)\n",
    "\n",
    "ax.set_ylim(0, 20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-21T09:03:12.174525Z",
     "start_time": "2020-12-21T09:03:11.856698Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 20.0)"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    "x = np.arange(-1, 11, 0.1)\n",
    "y = -1 * (x - 2) * (x - 8) +10 \n",
    "\n",
    "ax.plot(x, y, \"r\")\n",
    "\n",
    "\n",
    "ax.bar(x[(x>2)&(x<9)][::], y[(x>2)&(x<9)][::], width=0.1, color=\"grey\", alpha=0.5)\n",
    "\n",
    "ax.set_ylim(0, 20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {
    "height": "calc(100% - 180px)",
    "left": "10px",
    "top": "150px",
    "width": "221.283px"
   },
   "toc_section_display": true,
   "toc_window_display": true
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "position": {
    "height": "487.85px",
    "left": "1780.23px",
    "right": "20px",
    "top": "120px",
    "width": "343.767px"
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
   ],
   "window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
